Sat Feb 6 19:19:20 GMT 2016 Linux pclw 2.6.32-573.8.1.el6.x86_64 #1 SMP Wed Nov 11 15:27:45 CET 2015 x86_64 x86_64 x86_64 GNU/Linux Submit Host pciy `/usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/configs/training/TMVA-TrainPhysTks-EvalPhysTks-NoReweight.txt' -> `train-config.txt' `/usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/configs/training/AllPhysTracksInEvent.txt' -> `./AllPhysTracksInEvent.txt' `/usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/configs/training/AllPhysTracksInEvent.txt' -> `./AllPhysTracksInEvent.txt' `/usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/configs/TrackSelection/NoTrackPreSelection.txt' -> `./NoTrackPreSelection.txt' `/usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/configs/training//MVA-Configuration.txt' -> `MVA.txt' `/usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/configs/training//MC2015Sim09Dev03-TrainingFiles-Mixture-Cambridge.txt' -> `TrainingFiles-Mixture.txt' `/usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/configs/training//MC2015Sim09Dev03-TrainingFiles-Mixture-Cambridge.txt' -> `MC2015Sim09Dev03-EvalFiles-Mixture.txt' Training in /usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/results/MC2015Sim09Dev03/TrainMixture/TrainPhysTks-EvalPhysTks-NoReweight/GhostAccFrac0.001/ProtonAccFrac1.0/KaonAccFrac1.0/TMVA-Run2-NoTkLikCDVelodEdx/MLP/Norm/ScaleF1.3/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Electron/Downstream Will use ionice `/usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/configs/networks/TMVA-Run2-NoTkLikCDVelodEdx/GlobalPID_Electron_Downstream_ANN.txt' -> `./GlobalPID_Electron_Downstream_ANN.txt' 2016-02-06 19:19:24 | Cache directory = '/var/work/jonesc/ANNPID-DataCache' Warning in : class pair found in libEventPackerDict.so is already in libPhysEventDict.so 2016-02-06 19:19:26 | Network Config file = /usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/results/MC2015Sim09Dev03/TrainMixture/TrainPhysTks-EvalPhysTks-NoReweight/GhostAccFrac0.001/ProtonAccFrac1.0/KaonAccFrac1.0/TMVA-Run2-NoTkLikCDVelodEdx/MLP/Norm/ScaleF1.3/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Electron/Downstream/GlobalPID_Electron_Downstream_ANN.txt 2016-02-06 19:19:26 | Training parameters file = /usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/results/MC2015Sim09Dev03/TrainMixture/TrainPhysTks-EvalPhysTks-NoReweight/GhostAccFrac0.001/ProtonAccFrac1.0/KaonAccFrac1.0/TMVA-Run2-NoTkLikCDVelodEdx/MLP/Norm/ScaleF1.3/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Electron/Downstream/train-config.txt 2016-02-06 19:19:26 | Particle type = Electron 2016-02-06 19:19:26 | Background types = All 2016-02-06 19:19:26 | Training Mix = NaturalMix 2016-02-06 19:19:26 | Track type = Downstream 2016-02-06 19:19:26 | Track PresSel = NoTrackPreSelection.txt 2016-02-06 19:19:26 | Network type = TMVA 2016-02-06 19:19:26 | Ghost treatment = Ghosts Ghosts 2016-02-06 19:19:26 | MC Track sel. = AllPhysTracksInEvent.txt AllPhysTracksInEvent.txt 2016-02-06 19:19:26 | Reweighting = NoReweight 2016-02-06 19:19:26 | Output file = GlobalPID_Electron_Downstream_TMVA.weights.xml 2016-02-06 19:19:26 | Skipping input #TrackCloneDist 2016-02-06 19:19:26 | Skipping input #RichAboveElThres 2016-02-06 19:19:26 | Skipping input #RichAbovePiThres 2016-02-06 19:19:26 | Skipping input #RichAbovePrThres 2016-02-06 19:19:26 | Creating selection from 'NoTrackPreSelection.txt' 2016-02-06 19:19:26 | -> # very very loose. Essentially no cuts 2016-02-06 19:19:26 | -> TrackP > 0 2016-02-06 19:19:26 | -> TrackPt > 0 2016-02-06 19:19:26 | Creating selection from 'AllPhysTracksInEvent.txt' 2016-02-06 19:19:26 | -> !HasMC || MCVertexType==1 || MCVertexType==2 2016-02-06 19:19:26 | Training sample size = 1800000 2016-02-06 19:19:26 | Evaluation sample size = 10000000 2016-02-06 19:19:26 | Reading Parameters file = /usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/results/MC2015Sim09Dev03/TrainMixture/TrainPhysTks-EvalPhysTks-NoReweight/GhostAccFrac0.001/ProtonAccFrac1.0/KaonAccFrac1.0/TMVA-Run2-NoTkLikCDVelodEdx/MLP/Norm/ScaleF1.3/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Electron/Downstream/MVA.txt 2016-02-06 19:19:26 | -> NBTASK = CLA 2016-02-06 19:19:26 | -> NBMOM = 0.0 2016-02-06 19:19:26 | -> NBREG = ALL 2016-02-06 19:19:26 | -> TMVAVALIDATIONFRAC = 0.3 2016-02-06 19:19:26 | -> TMVATESTFRAC = 0.3 2016-02-06 19:19:26 | -> HiddenLayerScaleFactor = 1.3 2016-02-06 19:19:26 | -> GhostAcceptFraction = 0.001 2016-02-06 19:19:26 | -> KaonAcceptFraction = 1.0 2016-02-06 19:19:26 | -> ProtonAcceptFraction = 1.0 2016-02-06 19:19:26 | -> ReuseTrainingFiles = 0 2016-02-06 19:19:26 | -> TrainingYear = MC2015Sim09Dev03 2016-02-06 19:19:26 | -> TMVAMETHOD = MLP 2016-02-06 19:19:26 | -> TMVAUSEREGULATOR = false 2016-02-06 19:19:26 | -> TMVAMLPNCYCLES = 750 2016-02-06 19:19:26 | -> TMVAVARTRANSFORM = Norm 2016-02-06 19:19:26 | -> TMVAMLPNEURONTYPE = tanh 2016-02-06 19:19:26 | -> TMVAMLPMETHOD = BP 2016-02-06 19:19:26 | -> TMVAMLPESTIMATORTYPE = CE 2016-02-06 19:19:26 | -> TMVAMLPCONVIMPROVE = 1e-16 2016-02-06 19:19:26 | -> TMVAMLPCONVTEST = 15 2016-02-06 19:19:26 | -> TMVABDTBOOSTTYPE = AdaBoost 2016-02-06 19:19:26 | -> TMVABDTNTREES = 800 2016-02-06 19:19:26 | -> TMVABDTPRUNEMETHOD = CostComplexity 2016-02-06 19:19:26 | -> TMVABDTMAXTREEDEPTH = 3 2016-02-06 19:19:26 | Node layer two scale = 1.3 2016-02-06 19:19:26 | Input layer has 30 nodes, hidden layer has 37 nodes 2016-02-06 19:19:26 | Ghost Accept Fraction = 0.001 2016-02-06 19:19:26 | Proton Accept Fraction = 1 2016-02-06 19:19:26 | Kaon Accept Fraction = 1 2016-02-06 19:19:26 | Training data year = MC2015Sim09Dev03 2016-02-06 19:19:26 | Evaluation data year = MC12 2016-02-06 19:19:26 | TMVA Output ROOT file Downstream-Electron-TMVA.root 2016-02-06 19:19:26 | TMVA testing fraction = 0.3 --- Factory : Parsing option string: --- Factory : ... "V:!Silent:!Color:!DrawProgressBar" --- Factory : The following options are set: --- Factory : - By User: --- Factory : V: "True" [Verbose flag] --- Factory : Color: "False" [Flag for coloured screen output (default: True, if in batch mode: False)] --- Factory : Silent: "False" [Batch mode: boolean silent flag inhibiting any output from TMVA after the creation of the factory class object (default: False)] --- Factory : DrawProgressBar: "False" [Draw progress bar to display training, testing and evaluation schedule (default: True)] --- Factory : - Default: --- Factory : Transformations: "I" [List of transformations to test; formatting example: "Transformations=I;D;P;U;G,D", for identity, decorrelation, PCA, Uniform and Gaussianisation followed by decorrelation transformations] --- Factory : AnalysisType: "Auto" [Set the analysis type (Classification, Regression, Multiclass, Auto) (default: Auto)] --- Factory : You are running ROOT Version: 6.02/01, Oct 14, 2014 --- Factory : --- Factory : _/_/_/_/_/ _| _| _| _| _|_| --- Factory : _/ _|_| _|_| _| _| _| _| --- Factory : _/ _| _| _| _| _| _|_|_|_| --- Factory : _/ _| _| _| _| _| _| --- Factory : _/ _| _| _| _| _| --- Factory : --- Factory : ___________TMVA Version 4.2.0, Sep 19, 2013 --- Factory : 2016-02-06 19:19:26 | Input TrackP Type F 2016-02-06 19:19:26 | Input TrackPt Type F 2016-02-06 19:19:26 | Input TrackChi2PerDof Type F 2016-02-06 19:19:26 | Input TrackNumDof Type I 2016-02-06 19:19:26 | Input TrackGhostProbability Type F 2016-02-06 19:19:26 | Input TrackFitTChi2 Type F 2016-02-06 19:19:26 | Input TrackFitTNDoF Type I 2016-02-06 19:19:26 | Input RichUsedR1Gas Type I 2016-02-06 19:19:26 | Input RichUsedR2Gas Type I 2016-02-06 19:19:26 | Input RichAboveMuThres Type I 2016-02-06 19:19:26 | Input RichAboveKaThres Type I 2016-02-06 19:19:26 | Input RichDLLe Type F 2016-02-06 19:19:26 | Input RichDLLmu Type F 2016-02-06 19:19:26 | Input RichDLLk Type F 2016-02-06 19:19:26 | Input RichDLLp Type F 2016-02-06 19:19:26 | Input RichDLLbt Type F 2016-02-06 19:19:26 | Input InAccMuon Type I 2016-02-06 19:19:26 | Input MuonBkgLL Type F 2016-02-06 19:19:26 | Input MuonMuLL Type F 2016-02-06 19:19:26 | Input MuonIsLooseMuon Type I 2016-02-06 19:19:26 | Input MuonIsMuon Type I 2016-02-06 19:19:26 | Input MuonNShared Type I 2016-02-06 19:19:26 | Input InAccEcal Type I 2016-02-06 19:19:26 | Input EcalPIDe Type F 2016-02-06 19:19:26 | Input EcalPIDmu Type F 2016-02-06 19:19:26 | Input InAccHcal Type I 2016-02-06 19:19:26 | Input HcalPIDe Type F 2016-02-06 19:19:26 | Input HcalPIDmu Type F 2016-02-06 19:19:26 | Input PrsPIDe Type F 2016-02-06 19:19:26 | Input Data file = TrainingFiles-Mixture.txt 2016-02-06 19:19:26 | Using 552 data files 2016-02-06 19:19:26 | Training Datafile Selection hash = 9379173056323707944 2016-02-06 19:19:26 | Using training file (1/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.1.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-06 19:19:26 | -> Pre-selected 52266 entries from 128149 ( 40.7853 % ) --- DataSetInfo : Added class "Background" with internal class number 0 --- DataSetInfo : Added class "Signal" with internal class number 1 2016-02-06 19:19:28 | -> Selected 52266 entries ( 40.7853 % ). Overall 36747 ( 2.0415 % ) of required 1800000 entries. 2016-02-06 19:19:28 | Using training file (2/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.2.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-06 19:19:28 | -> Pre-selected 59442 entries from 146132 ( 40.6769 % ) 2016-02-06 19:19:31 | -> Selected 59442 entries ( 40.6769 % ). Overall 78026 ( 4.33478 % ) of required 1800000 entries. 2016-02-06 19:19:31 | Using training file (3/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.3.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-06 19:19:32 | -> Pre-selected 295844 entries from 736500 ( 40.1689 % ) 2016-02-06 19:19:44 | -> Selected 295844 entries ( 40.1689 % ). Overall 284566 ( 15.8092 % ) of required 1800000 entries. 2016-02-06 19:19:44 | Using training file (4/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.4.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-06 19:19:45 | -> Pre-selected 287359 entries from 707124 ( 40.6377 % ) 2016-02-06 19:19:57 | -> Selected 287359 entries ( 40.6377 % ). Overall 485786 ( 26.9881 % ) of required 1800000 entries. 2016-02-06 19:19:57 | Using training file (5/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.5.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-06 19:19:57 | -> Pre-selected 276746 entries from 688835 ( 40.1759 % ) 2016-02-06 19:20:09 | -> Selected 276746 entries ( 40.1759 % ). Overall 679248 ( 37.736 % ) of required 1800000 entries. 2016-02-06 19:20:09 | Creating cache file for /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.6.root. File size 546.787MB, free cache space 829.349GB. 2016-02-06 19:20:09 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-06 19:20:39 | -> Cache file now ready... 2016-02-06 19:20:39 | Using training file (6/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.6.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-06 19:20:40 | -> Pre-selected 276262 entries from 695661 ( 39.7122 % ) 2016-02-06 19:20:52 | -> Selected 276262 entries ( 39.7122 % ). Overall 872528 ( 48.4738 % ) of required 1800000 entries. 2016-02-06 19:20:52 | Creating cache file for /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.7.root. File size 549.796MB, free cache space 829.342GB. 2016-02-06 19:20:52 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-06 19:21:22 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-06 19:21:52 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-06 19:22:22 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-06 19:22:52 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-06 19:23:22 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-06 19:23:52 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-06 19:24:22 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-06 19:24:52 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-06 19:25:22 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-06 19:25:52 | -> Cache file now ready... 2016-02-06 19:25:52 | Using training file (7/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.7.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-06 19:25:52 | -> Pre-selected 278041 entries from 715607 ( 38.8539 % ) 2016-02-06 19:26:05 | -> Selected 278041 entries ( 38.8539 % ). Overall 1066553 ( 59.2529 % ) of required 1800000 entries. 2016-02-06 19:26:05 | Creating cache file for /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.8.root. File size 550.324MB, free cache space 829.257GB. 2016-02-06 19:26:05 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-06 19:26:35 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-06 19:27:05 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-06 19:27:35 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-06 19:28:05 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-06 19:28:35 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-06 19:29:05 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-06 19:29:35 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-06 19:30:05 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-06 19:30:35 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-06 19:31:05 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-06 19:31:35 | -> Cache file now ready... 2016-02-06 19:31:35 | Using training file (8/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.8.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-06 19:31:35 | -> Pre-selected 297549 entries from 723538 ( 41.1242 % ) 2016-02-06 19:31:48 | -> Selected 297549 entries ( 41.1242 % ). Overall 1274518 ( 70.8066 % ) of required 1800000 entries. 2016-02-06 19:31:48 | Creating cache file for /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.9.root. File size 545.084MB, free cache space 829.171GB. 2016-02-06 19:31:48 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-06 19:32:18 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-06 19:32:48 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-06 19:33:18 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-06 19:33:48 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-06 19:34:18 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-06 19:34:48 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-06 19:35:18 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-06 19:35:48 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-06 19:36:18 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-06 19:36:48 | -> Cache file now ready... 2016-02-06 19:36:48 | Using training file (9/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.9.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-06 19:36:49 | -> Pre-selected 292552 entries from 729342 ( 40.1118 % ) 2016-02-06 19:37:02 | -> Selected 292552 entries ( 40.1118 % ). Overall 1479327 ( 82.1848 % ) of required 1800000 entries. 2016-02-06 19:37:02 | Creating cache file for /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.10.root. File size 552.604MB, free cache space 829.085GB. 2016-02-06 19:37:02 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-06 19:37:32 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-06 19:38:02 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-06 19:38:32 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-06 19:39:02 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-06 19:39:32 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-06 19:40:02 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-06 19:40:32 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-06 19:41:02 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-06 19:41:32 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-06 19:42:02 | -> Cache file now ready... 2016-02-06 19:42:02 | Using training file (10/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.10.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-06 19:42:02 | -> Pre-selected 273940 entries from 696897 ( 39.3085 % ) 2016-02-06 19:42:14 | -> Selected 273940 entries ( 39.3085 % ). Overall 1670887 ( 92.8271 % ) of required 1800000 entries. 2016-02-06 19:42:14 | Creating cache file for /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.11.root. File size 540.837MB, free cache space 829.002GB. 2016-02-06 19:42:14 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-06 19:42:44 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-06 19:43:14 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-06 19:43:44 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-06 19:44:14 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-06 19:44:44 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-06 19:45:14 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-06 19:45:44 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-06 19:46:14 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-06 19:46:44 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-06 19:47:14 | -> Cache file now ready... 2016-02-06 19:47:14 | Using training file (11/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.11.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-06 19:47:15 | -> Pre-selected 273812 entries from 703853 ( 38.9019 % ) 2016-02-06 19:47:25 | -> Selected 184680 entries ( 26.2384 % ). Overall 1800000 ( 100 % ) of required 1800000 entries. 2016-02-06 19:47:25 | Considered 2574681 tracks for input to MVA training 2016-02-06 19:47:25 | Sel. Eff. = 100% 2016-02-06 19:47:25 | Selected 1803822/770859 tracks for input to MVA training/testing 2016-02-06 19:47:25 | Ghost percentage = 0.147222% 2016-02-06 19:47:25 | Electron percentage = 0.499833% 2016-02-06 19:47:25 | Muon percentage = 5.02389% 2016-02-06 19:47:25 | Pion percentage = 72.9066% 2016-02-06 19:47:25 | Kaon percentage = 7.05739% 2016-02-06 19:47:25 | Proton percentage = 14.4673% 2016-02-06 19:47:25 | Unknown Particle type 3112 2016-02-06 19:47:25 | percentage = 0.0167778% 2016-02-06 19:47:25 | Unknown Particle type 3222 2016-02-06 19:47:25 | percentage = 0.0222222% 2016-02-06 19:47:25 | Unknown Particle type 3312 2016-02-06 19:47:25 | percentage = 0.00572222% 2016-02-06 19:47:25 | Unknown Particle type 3334 2016-02-06 19:47:25 | percentage = 0.000277778% --- Factory : Add Tree TrainAssignTree_Background of type Background with 1793653 events --- Factory : Add Tree TestAssignTree_Background of type Background with 768044 events --- Factory : Add Tree TrainAssignTree_Signal of type Signal with 8997 events --- Factory : Add Tree TestAssignTree_Signal of type Signal with 3987 events --- DataSetInfo : Class index : 0 name : Background --- DataSetInfo : Class index : 1 name : Signal 2016-02-06 19:47:25 | TMVA MLP 'H:V:EpochMonitoring:HiddenLayers=37:UseRegulator=false:ConvergenceImprove=1e-16:ConvergenceTests=15:VarTransform=Norm:NCycles=750:NeuronType=tanh:TrainingMethod=BP:EstimatorType=CE' --- Factory : Booking method: Electron_Downstream_TMVA --- Configurable : Parsing option string: --- Configurable : ... "H:V:EpochMonitoring:HiddenLayers=37:UseRegulator=false:ConvergenceImprove=1e-16:ConvergenceTests=15:VarTransform=Norm:NCycles=750:NeuronType=tanh:TrainingMethod=BP:EstimatorType=CE" --- Configurable : The following options are set: --- Configurable : - By User: --- Configurable : --- Configurable : - Default: --- Configurable : Boost_num: "0" [Number of times the classifier will be boosted] --- Electron_Downstream_TMVA : Parsing option string: --- Electron_Downstream_TMVA : ... "H:V:EpochMonitoring:HiddenLayers=37:UseRegulator=false:ConvergenceImprove=1e-16:ConvergenceTests=15:VarTransform=Norm:NCycles=750:NeuronType=tanh:TrainingMethod=BP:EstimatorType=CE" --- Electron_Downstream_TMVA : The following options are set: --- Electron_Downstream_TMVA : - By User: --- Electron_Downstream_TMVA : NCycles: "750" [Number of training cycles] --- Electron_Downstream_TMVA : HiddenLayers: "37" [Specification of hidden layer architecture] --- Electron_Downstream_TMVA : NeuronType: "tanh" [Neuron activation function type] --- Electron_Downstream_TMVA : EstimatorType: "CE" [MSE (Mean Square Estimator) for Gaussian Likelihood or CE(Cross-Entropy) for Bernoulli Likelihood] --- Electron_Downstream_TMVA : V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)] --- Electron_Downstream_TMVA : VarTransform: "Norm" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"] --- Electron_Downstream_TMVA : H: "True" [Print method-specific help message] --- Electron_Downstream_TMVA : TrainingMethod: "BP" [Train with Back-Propagation (BP), BFGS Algorithm (BFGS), or Genetic Algorithm (GA - slower and worse)] --- Electron_Downstream_TMVA : EpochMonitoring: "True" [Provide epoch-wise monitoring plots according to TestRate (caution: causes big ROOT output file!)] --- Electron_Downstream_TMVA : ConvergenceImprove: "1.000000e-16" [Minimum improvement which counts as improvement (<0 means automatic convergence check is turned off)] --- Electron_Downstream_TMVA : ConvergenceTests: "15" [Number of steps (without improvement) required for convergence (<0 means automatic convergence check is turned off)] --- Electron_Downstream_TMVA : UseRegulator: "False" [Use regulator to avoid over-training] --- Electron_Downstream_TMVA : - Default: --- Electron_Downstream_TMVA : RandomSeed: "1" [Random seed for initial synapse weights (0 means unique seed for each run; default value '1')] --- Electron_Downstream_TMVA : NeuronInputType: "sum" [Neuron input function type] --- Electron_Downstream_TMVA : VerbosityLevel: "Default" [Verbosity level] --- Electron_Downstream_TMVA : CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)] --- Electron_Downstream_TMVA : IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)] --- Electron_Downstream_TMVA : LearningRate: "2.000000e-02" [ANN learning rate parameter] --- Electron_Downstream_TMVA : DecayRate: "1.000000e-02" [Decay rate for learning parameter] --- Electron_Downstream_TMVA : TestRate: "10" [Test for overtraining performed at each #th epochs] --- Electron_Downstream_TMVA : Sampling: "1.000000e+00" [Only 'Sampling' (randomly selected) events are trained each epoch] --- Electron_Downstream_TMVA : SamplingEpoch: "1.000000e+00" [Sampling is used for the first 'SamplingEpoch' epochs, afterwards, all events are taken for training] --- Electron_Downstream_TMVA : SamplingImportance: "1.000000e+00" [ The sampling weights of events in epochs which successful (worse estimator than before) are multiplied with SamplingImportance, else they are divided.] --- Electron_Downstream_TMVA : SamplingTraining: "True" [The training sample is sampled] --- Electron_Downstream_TMVA : SamplingTesting: "False" [The testing sample is sampled] --- Electron_Downstream_TMVA : ResetStep: "50" [How often BFGS should reset history] --- Electron_Downstream_TMVA : Tau: "3.000000e+00" [LineSearch "size step"] --- Electron_Downstream_TMVA : BPMode: "sequential" [Back-propagation learning mode: sequential or batch] --- Electron_Downstream_TMVA : BatchSize: "-1" [Batch size: number of events/batch, only set if in Batch Mode, -1 for BatchSize=number_of_events] --- Electron_Downstream_TMVA : UpdateLimit: "10000" [Maximum times of regulator update] --- Electron_Downstream_TMVA : CalculateErrors: "False" [Calculates inverse Hessian matrix at the end of the training to be able to calculate the uncertainties of an MVA value] --- Electron_Downstream_TMVA : WeightRange: "1.000000e+00" [Take the events for the estimator calculations from small deviations from the desired value to large deviations only over the weight range] --- Electron_Downstream_TMVA : Create Transformation "Norm" with events from all classes. --- Norm : Transformation, Variable selection : --- Norm : Input : variable 'TrackP' (index=0). <---> Output : variable 'TrackP' (index=0). --- Norm : Input : variable 'TrackPt' (index=1). <---> Output : variable 'TrackPt' (index=1). --- Norm : Input : variable 'TrackChi2PerDof' (index=2). <---> Output : variable 'TrackChi2PerDof' (index=2). --- Norm : Input : variable 'TrackNumDof' (index=3). <---> Output : variable 'TrackNumDof' (index=3). --- Norm : Input : variable 'TrackGhostProbability' (index=4). <---> Output : variable 'TrackGhostProbability' (index=4). --- Norm : Input : variable 'TrackFitTChi2' (index=5). <---> Output : variable 'TrackFitTChi2' (index=5). --- Norm : Input : variable 'TrackFitTNDoF' (index=6). <---> Output : variable 'TrackFitTNDoF' (index=6). --- Norm : Input : variable 'RichUsedR1Gas' (index=7). <---> Output : variable 'RichUsedR1Gas' (index=7). --- Norm : Input : variable 'RichUsedR2Gas' (index=8). <---> Output : variable 'RichUsedR2Gas' (index=8). --- Norm : Input : variable 'RichAboveMuThres' (index=9). <---> Output : variable 'RichAboveMuThres' (index=9). --- Norm : Input : variable 'RichAboveKaThres' (index=10). <---> Output : variable 'RichAboveKaThres' (index=10). --- Norm : Input : variable 'RichDLLe' (index=11). <---> Output : variable 'RichDLLe' (index=11). --- Norm : Input : variable 'RichDLLmu' (index=12). <---> Output : variable 'RichDLLmu' (index=12). --- Norm : Input : variable 'RichDLLk' (index=13). <---> Output : variable 'RichDLLk' (index=13). --- Norm : Input : variable 'RichDLLp' (index=14). <---> Output : variable 'RichDLLp' (index=14). --- Norm : Input : variable 'RichDLLbt' (index=15). <---> Output : variable 'RichDLLbt' (index=15). --- Norm : Input : variable 'InAccMuon' (index=16). <---> Output : variable 'InAccMuon' (index=16). --- Norm : Input : variable 'MuonBkgLL' (index=17). <---> Output : variable 'MuonBkgLL' (index=17). --- Norm : Input : variable 'MuonMuLL' (index=18). <---> Output : variable 'MuonMuLL' (index=18). --- Norm : Input : variable 'MuonIsLooseMuon' (index=19). <---> Output : variable 'MuonIsLooseMuon' (index=19). --- Norm : Input : variable 'MuonIsMuon' (index=20). <---> Output : variable 'MuonIsMuon' (index=20). --- Norm : Input : variable 'MuonNShared' (index=21). <---> Output : variable 'MuonNShared' (index=21). --- Norm : Input : variable 'InAccEcal' (index=22). <---> Output : variable 'InAccEcal' (index=22). --- Norm : Input : variable 'EcalPIDe' (index=23). <---> Output : variable 'EcalPIDe' (index=23). --- Norm : Input : variable 'EcalPIDmu' (index=24). <---> Output : variable 'EcalPIDmu' (index=24). --- Norm : Input : variable 'InAccHcal' (index=25). <---> Output : variable 'InAccHcal' (index=25). --- Norm : Input : variable 'HcalPIDe' (index=26). <---> Output : variable 'HcalPIDe' (index=26). --- Norm : Input : variable 'HcalPIDmu' (index=27). <---> Output : variable 'HcalPIDmu' (index=27). --- Norm : Input : variable 'PrsPIDe' (index=28). <---> Output : variable 'PrsPIDe' (index=28). --- Electron_Downstream_TMVA : Building Network --- Electron_Downstream_TMVA : Initializing weights 2016-02-06 19:47:26 | Starting Training... --- DataSetFactory : Parsing option string: --- DataSetFactory : ... "V:nTrain_Signal=0:nTrain_Background=0:SplitMode=Random:NormMode=None" --- DataSetFactory : The following options are set: --- DataSetFactory : - By User: --- DataSetFactory : SplitMode: "Random" [Method of picking training and testing events (default: random)] --- DataSetFactory : NormMode: "None" [Overall renormalisation of event-by-event weights used in the training (NumEvents: average weight of 1 per event, independently for signal and background; EqualNumEvents: average weight of 1 per event for signal, and sum of weights for background equal to sum of weights for signal)] --- DataSetFactory : nTrain_Background: "0" [Number of training events of class Background (default: 0 = all)] --- DataSetFactory : nTrain_Signal: "0" [Number of training events of class Signal (default: 0 = all)] --- DataSetFactory : V: "True" [Verbosity (default: true)] --- DataSetFactory : - Default: --- DataSetFactory : MixMode: "SameAsSplitMode" [Method of mixing events of differnt classes into one dataset (default: SameAsSplitMode)] --- DataSetFactory : SplitSeed: "100" [Seed for random event shuffling] --- DataSetFactory : ScaleWithPreselEff: "False" [Scale the number of requested events by the eff. of the preselection cuts (or not)] --- DataSetFactory : nTest_Background: "0" [Number of test events of class Background (default: 0 = all)] --- DataSetFactory : nTest_Signal: "0" [Number of test events of class Signal (default: 0 = all)] --- DataSetFactory : VerboseLevel: "Info" [VerboseLevel (Debug/Verbose/Info)] --- DataSetFactory : Splitmode is: "RANDOM" the mixmode is: "SAMEASSPLITMODE" --- DataSetFactory : Create training and testing trees -- looping over class "Background" ... --- DataSetFactory : Weight expression for class 'Background': "weight" --- DataSetFactory : Create training and testing trees -- looping over class "Signal" ... --- DataSetFactory : Weight expression for class 'Signal': "weight" --- DataSetFactory : Number of events in input trees (after possible flattening of arrays): --- DataSetFactory : Background -- number of events : 2561697 / sum of weights: 2.5617e+06 --- DataSetFactory : Signal -- number of events : 12984 / sum of weights: 12984 --- DataSetFactory : Background tree -- total number of entries: 2561697 --- DataSetFactory : Signal tree -- total number of entries: 12984 --- DataSetFactory : Preselection: (will NOT affect number of requested training and testing events) --- DataSetFactory : No preselection cuts applied on event classes --- DataSetFactory : No weight renormalisation applied: use original global and event weights --- DataSetFactory : Create internal training tree --- DataSetFactory : Create internal testing tree --- DataSetInfo : Correlation matrix (Background): --- DataSetInfo : ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- --- DataSetInfo : TrackP TrackPt TrackChi2PerDof TrackNumDof TrackGhostProbability TrackFitTChi2 TrackFitTNDoF RichUsedR1Gas RichUsedR2Gas RichAboveMuThres RichAboveKaThres RichDLLe RichDLLmu RichDLLk RichDLLp RichDLLbt InAccMuon MuonBkgLL MuonMuLL MuonIsLooseMuon MuonIsMuon MuonNShared InAccEcal EcalPIDe EcalPIDmu InAccHcal HcalPIDe HcalPIDmu PrsPIDe --- DataSetInfo : TrackP: +1.000 +0.514 +0.046 -0.374 -0.087 -0.162 -0.375 -0.315 +0.496 +0.146 +0.594 +0.077 +0.056 +0.042 +0.040 +0.035 +0.195 +0.034 +0.034 +0.034 +0.044 -0.020 -0.049 -0.049 -0.050 -0.026 -0.026 -0.026 +0.007 --- DataSetInfo : TrackPt: +0.514 +1.000 +0.003 -0.040 -0.171 +0.005 -0.035 +0.103 +0.211 +0.179 +0.431 +0.125 +0.120 +0.103 +0.102 +0.101 +0.190 +0.096 +0.097 +0.097 +0.128 +0.010 +0.087 +0.086 +0.087 +0.076 +0.076 +0.076 +0.106 --- DataSetInfo : TrackChi2PerDof: +0.046 +0.003 +1.000 -0.139 +0.517 +0.565 -0.129 -0.028 +0.044 -0.004 +0.037 +0.026 +0.025 +0.030 +0.030 +0.029 +0.031 +0.032 +0.032 +0.032 +0.034 +0.021 +0.017 +0.017 +0.017 +0.017 +0.017 +0.017 +0.025 --- DataSetInfo : TrackNumDof: -0.374 -0.040 -0.139 +1.000 -0.112 +0.464 +0.996 +0.355 -0.355 -0.119 -0.321 -0.047 -0.036 -0.031 -0.031 -0.029 -0.152 -0.041 -0.041 -0.041 -0.018 -0.023 +0.059 +0.059 +0.060 +0.001 +0.001 +0.001 -0.003 --- DataSetInfo : TrackGhostProbability: -0.087 -0.171 +0.517 -0.112 +1.000 +0.098 -0.083 -0.089 -0.083 -0.143 -0.111 -0.095 -0.101 -0.096 -0.096 -0.096 -0.102 +0.026 +0.026 +0.026 +0.026 +0.035 -0.051 -0.050 -0.051 -0.061 -0.061 -0.061 -0.053 --- DataSetInfo : TrackFitTChi2: -0.162 +0.005 +0.565 +0.464 +0.098 +1.000 +0.467 +0.179 -0.144 -0.054 -0.133 -0.006 -0.001 +0.004 +0.004 +0.005 -0.029 -0.008 -0.008 -0.008 +0.000 +0.002 +0.069 +0.069 +0.069 +0.040 +0.040 +0.040 +0.039 --- DataSetInfo : TrackFitTNDoF: -0.375 -0.035 -0.129 +0.996 -0.083 +0.467 +1.000 +0.357 -0.358 -0.123 -0.323 -0.045 -0.034 -0.028 -0.027 -0.026 -0.154 -0.040 -0.040 -0.040 -0.017 -0.024 +0.058 +0.058 +0.059 -0.000 +0.000 -0.000 -0.004 --- DataSetInfo : RichUsedR1Gas: -0.315 +0.103 -0.028 +0.355 -0.089 +0.179 +0.357 +1.000 -0.270 +0.203 -0.139 +0.461 +0.475 +0.475 +0.475 +0.475 -0.106 +0.013 +0.013 +0.013 +0.020 +0.015 +0.062 +0.062 +0.062 +0.021 +0.022 +0.022 +0.012 --- DataSetInfo : RichUsedR2Gas: +0.496 +0.211 +0.044 -0.355 -0.083 -0.144 -0.358 -0.270 +1.000 +0.223 +0.660 +0.147 +0.130 +0.106 +0.107 +0.105 +0.349 +0.041 +0.041 +0.041 +0.025 -0.000 +0.166 +0.165 +0.165 +0.230 +0.230 +0.230 +0.188 --- DataSetInfo : RichAboveMuThres: +0.146 +0.179 -0.004 -0.119 -0.143 -0.054 -0.123 +0.203 +0.223 +1.000 +0.180 +0.535 +0.521 +0.514 +0.514 +0.514 +0.332 +0.062 +0.062 +0.062 +0.054 +0.039 +0.223 +0.223 +0.223 +0.238 +0.238 +0.238 +0.237 --- DataSetInfo : RichAboveKaThres: +0.594 +0.431 +0.037 -0.321 -0.111 -0.133 -0.323 -0.139 +0.660 +0.180 +1.000 +0.137 +0.112 +0.084 +0.086 +0.084 +0.248 -0.003 -0.003 -0.003 +0.004 -0.049 +0.054 +0.054 +0.054 +0.092 +0.092 +0.092 +0.091 --- DataSetInfo : RichDLLe: +0.077 +0.125 +0.026 -0.047 -0.095 -0.006 -0.045 +0.461 +0.147 +0.535 +0.137 +1.000 +0.996 +0.991 +0.991 +0.991 +0.026 -0.006 -0.006 -0.006 +0.001 -0.014 -0.003 -0.003 -0.003 -0.001 -0.001 -0.001 +0.006 --- DataSetInfo : RichDLLmu: +0.056 +0.120 +0.025 -0.036 -0.101 -0.001 -0.034 +0.475 +0.130 +0.521 +0.112 +0.996 +1.000 +0.992 +0.992 +0.992 +0.017 -0.006 -0.006 -0.006 +0.002 -0.015 -0.004 -0.005 -0.004 -0.005 -0.005 -0.005 +0.003 --- DataSetInfo : RichDLLk: +0.042 +0.103 +0.030 -0.031 -0.096 +0.004 -0.028 +0.475 +0.106 +0.514 +0.084 +0.991 +0.992 +1.000 +0.999 +0.999 +0.003 -0.024 -0.024 -0.024 -0.019 -0.021 -0.013 -0.013 -0.013 -0.015 -0.015 -0.015 -0.006 --- DataSetInfo : RichDLLp: +0.040 +0.102 +0.030 -0.031 -0.096 +0.004 -0.027 +0.475 +0.107 +0.514 +0.086 +0.991 +0.992 +0.999 +1.000 +1.000 +0.004 -0.024 -0.024 -0.024 -0.019 -0.021 -0.012 -0.012 -0.012 -0.014 -0.014 -0.014 -0.005 --- DataSetInfo : RichDLLbt: +0.035 +0.101 +0.029 -0.029 -0.096 +0.005 -0.026 +0.475 +0.105 +0.514 +0.084 +0.991 +0.992 +0.999 +1.000 +1.000 +0.004 -0.023 -0.023 -0.023 -0.018 -0.021 -0.011 -0.012 -0.011 -0.013 -0.013 -0.013 -0.005 --- DataSetInfo : InAccMuon: +0.195 +0.190 +0.031 -0.152 -0.102 -0.029 -0.154 -0.106 +0.349 +0.332 +0.248 +0.026 +0.017 +0.003 +0.004 +0.004 +1.000 +0.168 +0.168 +0.168 +0.142 +0.120 +0.716 +0.716 +0.716 +0.814 +0.814 +0.814 +0.704 --- DataSetInfo : MuonBkgLL: +0.034 +0.096 +0.032 -0.041 +0.026 -0.008 -0.040 +0.013 +0.041 +0.062 -0.003 -0.006 -0.006 -0.024 -0.024 -0.023 +0.168 +1.000 +1.000 +1.000 +0.844 +0.714 +0.114 +0.114 +0.114 +0.127 +0.127 +0.128 +0.115 --- DataSetInfo : MuonMuLL: +0.034 +0.097 +0.032 -0.041 +0.026 -0.008 -0.040 +0.013 +0.041 +0.062 -0.003 -0.006 -0.006 -0.024 -0.024 -0.023 +0.168 +1.000 +1.000 +1.000 +0.845 +0.714 +0.114 +0.114 +0.114 +0.127 +0.127 +0.128 +0.115 --- DataSetInfo : MuonIsLooseMuon: +0.034 +0.097 +0.032 -0.041 +0.026 -0.008 -0.040 +0.013 +0.041 +0.062 -0.003 -0.006 -0.006 -0.024 -0.024 -0.023 +0.168 +1.000 +1.000 +1.000 +0.845 +0.714 +0.114 +0.114 +0.114 +0.127 +0.127 +0.128 +0.115 --- DataSetInfo : MuonIsMuon: +0.044 +0.128 +0.034 -0.018 +0.026 +0.000 -0.017 +0.020 +0.025 +0.054 +0.004 +0.001 +0.002 -0.019 -0.019 -0.018 +0.142 +0.844 +0.845 +0.845 +1.000 +0.529 +0.101 +0.101 +0.102 +0.110 +0.110 +0.111 +0.100 --- DataSetInfo : MuonNShared: -0.020 +0.010 +0.021 -0.023 +0.035 +0.002 -0.024 +0.015 -0.000 +0.039 -0.049 -0.014 -0.015 -0.021 -0.021 -0.021 +0.120 +0.714 +0.714 +0.714 +0.529 +1.000 +0.091 +0.091 +0.091 +0.105 +0.105 +0.106 +0.087 --- DataSetInfo : InAccEcal: -0.049 +0.087 +0.017 +0.059 -0.051 +0.069 +0.058 +0.062 +0.166 +0.223 +0.054 -0.003 -0.004 -0.013 -0.012 -0.011 +0.716 +0.114 +0.114 +0.114 +0.101 +0.091 +1.000 +1.000 +1.000 +0.791 +0.792 +0.791 +0.874 --- DataSetInfo : EcalPIDe: -0.049 +0.086 +0.017 +0.059 -0.050 +0.069 +0.058 +0.062 +0.165 +0.223 +0.054 -0.003 -0.005 -0.013 -0.012 -0.012 +0.716 +0.114 +0.114 +0.114 +0.101 +0.091 +1.000 +1.000 +1.000 +0.792 +0.792 +0.792 +0.874 --- DataSetInfo : EcalPIDmu: -0.050 +0.087 +0.017 +0.060 -0.051 +0.069 +0.059 +0.062 +0.165 +0.223 +0.054 -0.003 -0.004 -0.013 -0.012 -0.011 +0.716 +0.114 +0.114 +0.114 +0.102 +0.091 +1.000 +1.000 +1.000 +0.791 +0.791 +0.791 +0.874 --- DataSetInfo : InAccHcal: -0.026 +0.076 +0.017 +0.001 -0.061 +0.040 -0.000 +0.021 +0.230 +0.238 +0.092 -0.001 -0.005 -0.015 -0.014 -0.013 +0.814 +0.127 +0.127 +0.127 +0.110 +0.105 +0.791 +0.792 +0.791 +1.000 +1.000 +1.000 +0.708 --- DataSetInfo : HcalPIDe: -0.026 +0.076 +0.017 +0.001 -0.061 +0.040 +0.000 +0.022 +0.230 +0.238 +0.092 -0.001 -0.005 -0.015 -0.014 -0.013 +0.814 +0.127 +0.127 +0.127 +0.110 +0.105 +0.792 +0.792 +0.791 +1.000 +1.000 +1.000 +0.708 --- DataSetInfo : HcalPIDmu: -0.026 +0.076 +0.017 +0.001 -0.061 +0.040 -0.000 +0.022 +0.230 +0.238 +0.092 -0.001 -0.005 -0.015 -0.014 -0.013 +0.814 +0.128 +0.128 +0.128 +0.111 +0.106 +0.791 +0.792 +0.791 +1.000 +1.000 +1.000 +0.708 --- DataSetInfo : PrsPIDe: +0.007 +0.106 +0.025 -0.003 -0.053 +0.039 -0.004 +0.012 +0.188 +0.237 +0.091 +0.006 +0.003 -0.006 -0.005 -0.005 +0.704 +0.115 +0.115 +0.115 +0.100 +0.087 +0.874 +0.874 +0.874 +0.708 +0.708 +0.708 +1.000 --- DataSetInfo : ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- --- DataSetInfo : Correlation matrix (Signal): --- DataSetInfo : ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- --- DataSetInfo : TrackP TrackPt TrackChi2PerDof TrackNumDof TrackGhostProbability TrackFitTChi2 TrackFitTNDoF RichUsedR1Gas RichUsedR2Gas RichAboveMuThres RichAboveKaThres RichDLLe RichDLLmu RichDLLk RichDLLp RichDLLbt InAccMuon MuonBkgLL MuonMuLL MuonIsLooseMuon MuonIsMuon MuonNShared InAccEcal EcalPIDe EcalPIDmu InAccHcal HcalPIDe HcalPIDmu PrsPIDe --- DataSetInfo : TrackP: +1.000 +0.562 +0.074 -0.352 -0.094 -0.126 -0.348 -0.140 +0.490 +0.172 +0.591 +0.076 +0.098 +0.085 +0.081 +0.080 +0.234 -0.023 -0.023 -0.023 -0.025 -0.027 +0.035 +0.036 +0.035 +0.054 +0.054 +0.054 +0.062 --- DataSetInfo : TrackPt: +0.562 +1.000 +0.017 -0.110 -0.191 -0.020 -0.098 +0.164 +0.269 +0.229 +0.549 +0.174 +0.186 +0.153 +0.152 +0.154 +0.250 -0.042 -0.042 -0.042 -0.030 -0.038 +0.146 +0.147 +0.146 +0.141 +0.141 +0.141 +0.159 --- DataSetInfo : TrackChi2PerDof: +0.074 +0.017 +1.000 -0.195 +0.481 +0.490 -0.178 +0.019 +0.103 +0.051 +0.075 +0.062 +0.068 +0.071 +0.071 +0.070 +0.097 +0.031 +0.031 +0.031 +0.031 +0.022 +0.075 +0.075 +0.075 +0.073 +0.073 +0.073 +0.085 --- DataSetInfo : TrackNumDof: -0.352 -0.110 -0.195 +1.000 -0.083 +0.413 +0.995 +0.154 -0.375 -0.171 -0.304 -0.094 -0.106 -0.103 -0.102 -0.101 -0.273 -0.054 -0.054 -0.054 -0.034 -0.038 -0.130 -0.130 -0.130 -0.156 -0.156 -0.157 -0.163 --- DataSetInfo : TrackGhostProbability: -0.094 -0.191 +0.481 -0.083 +1.000 +0.090 -0.057 -0.177 -0.083 -0.192 -0.127 -0.211 -0.200 -0.191 -0.192 -0.192 -0.122 +0.013 +0.013 +0.013 +0.003 +0.036 -0.078 -0.078 -0.078 -0.086 -0.086 -0.085 -0.073 --- DataSetInfo : TrackFitTChi2: -0.126 -0.020 +0.490 +0.413 +0.090 +1.000 +0.418 +0.094 -0.125 -0.053 -0.101 -0.005 -0.008 -0.006 -0.006 -0.006 -0.049 -0.005 -0.005 -0.005 +0.001 -0.006 +0.008 +0.008 +0.008 -0.008 -0.008 -0.008 -0.003 --- DataSetInfo : TrackFitTNDoF: -0.348 -0.098 -0.178 +0.995 -0.057 +0.418 +1.000 +0.160 -0.371 -0.172 -0.298 -0.087 -0.099 -0.095 -0.095 -0.094 -0.271 -0.055 -0.055 -0.055 -0.035 -0.041 -0.130 -0.130 -0.130 -0.156 -0.156 -0.157 -0.162 --- DataSetInfo : RichUsedR1Gas: -0.140 +0.164 +0.019 +0.154 -0.177 +0.094 +0.160 +1.000 -0.133 +0.488 +0.002 +0.773 +0.766 +0.763 +0.763 +0.763 -0.029 -0.009 -0.009 -0.009 -0.004 +0.006 +0.033 +0.033 +0.033 +0.018 +0.018 +0.018 +0.020 --- DataSetInfo : RichUsedR2Gas: +0.490 +0.269 +0.103 -0.375 -0.083 -0.125 -0.371 -0.133 +1.000 +0.255 +0.627 +0.151 +0.179 +0.158 +0.158 +0.158 +0.368 +0.041 +0.041 +0.041 +0.025 +0.007 +0.221 +0.222 +0.220 +0.283 +0.283 +0.283 +0.225 --- DataSetInfo : RichAboveMuThres: +0.172 +0.229 +0.051 -0.171 -0.192 -0.053 -0.172 +0.488 +0.255 +1.000 +0.217 +0.680 +0.689 +0.681 +0.682 +0.682 +0.334 +0.039 +0.039 +0.039 +0.028 +0.031 +0.257 +0.257 +0.257 +0.261 +0.262 +0.261 +0.273 --- DataSetInfo : RichAboveKaThres: +0.591 +0.549 +0.075 -0.304 -0.127 -0.101 -0.298 +0.002 +0.627 +0.217 +1.000 +0.118 +0.149 +0.112 +0.114 +0.115 +0.291 -0.051 -0.051 -0.051 -0.046 -0.049 +0.132 +0.133 +0.132 +0.163 +0.163 +0.163 +0.148 --- DataSetInfo : RichDLLe: +0.076 +0.174 +0.062 -0.094 -0.211 -0.005 -0.087 +0.773 +0.151 +0.680 +0.118 +1.000 +0.996 +0.995 +0.996 +0.996 +0.087 -0.008 -0.008 -0.008 -0.006 -0.003 +0.050 +0.050 +0.050 +0.056 +0.056 +0.056 +0.052 --- DataSetInfo : RichDLLmu: +0.098 +0.186 +0.068 -0.106 -0.200 -0.008 -0.099 +0.766 +0.179 +0.689 +0.149 +0.996 +1.000 +0.997 +0.998 +0.998 +0.096 -0.007 -0.007 -0.007 -0.006 -0.003 +0.054 +0.054 +0.054 +0.062 +0.062 +0.062 +0.057 --- DataSetInfo : RichDLLk: +0.085 +0.153 +0.071 -0.103 -0.191 -0.006 -0.095 +0.763 +0.158 +0.681 +0.112 +0.995 +0.997 +1.000 +1.000 +1.000 +0.080 -0.005 -0.005 -0.005 -0.004 -0.001 +0.043 +0.043 +0.043 +0.051 +0.051 +0.051 +0.045 --- DataSetInfo : RichDLLp: +0.081 +0.152 +0.071 -0.102 -0.192 -0.006 -0.095 +0.763 +0.158 +0.682 +0.114 +0.996 +0.998 +1.000 +1.000 +1.000 +0.080 -0.005 -0.005 -0.005 -0.004 -0.001 +0.044 +0.044 +0.044 +0.051 +0.051 +0.051 +0.045 --- DataSetInfo : RichDLLbt: +0.080 +0.154 +0.070 -0.101 -0.192 -0.006 -0.094 +0.763 +0.158 +0.682 +0.115 +0.996 +0.998 +1.000 +1.000 +1.000 +0.081 -0.005 -0.005 -0.005 -0.004 -0.001 +0.044 +0.044 +0.044 +0.052 +0.052 +0.052 +0.046 --- DataSetInfo : InAccMuon: +0.234 +0.250 +0.097 -0.273 -0.122 -0.049 -0.271 -0.029 +0.368 +0.334 +0.291 +0.087 +0.096 +0.080 +0.080 +0.081 +1.000 +0.143 +0.143 +0.143 +0.106 +0.108 +0.747 +0.747 +0.746 +0.856 +0.856 +0.856 +0.722 --- DataSetInfo : MuonBkgLL: -0.023 -0.042 +0.031 -0.054 +0.013 -0.005 -0.055 -0.009 +0.041 +0.039 -0.051 -0.008 -0.007 -0.005 -0.005 -0.005 +0.143 +1.000 +1.000 +1.000 +0.741 +0.751 +0.104 +0.104 +0.104 +0.124 +0.124 +0.124 +0.099 --- DataSetInfo : MuonMuLL: -0.023 -0.042 +0.031 -0.054 +0.013 -0.005 -0.055 -0.009 +0.041 +0.039 -0.051 -0.008 -0.007 -0.005 -0.005 -0.005 +0.143 +1.000 +1.000 +1.000 +0.742 +0.751 +0.104 +0.104 +0.104 +0.124 +0.124 +0.124 +0.099 --- DataSetInfo : MuonIsLooseMuon: -0.023 -0.042 +0.031 -0.054 +0.013 -0.005 -0.055 -0.009 +0.041 +0.039 -0.051 -0.008 -0.007 -0.005 -0.005 -0.005 +0.143 +1.000 +1.000 +1.000 +0.742 +0.751 +0.104 +0.104 +0.104 +0.124 +0.124 +0.124 +0.099 --- DataSetInfo : MuonIsMuon: -0.025 -0.030 +0.031 -0.034 +0.003 +0.001 -0.035 -0.004 +0.025 +0.028 -0.046 -0.006 -0.006 -0.004 -0.004 -0.004 +0.106 +0.741 +0.742 +0.742 +1.000 +0.526 +0.080 +0.080 +0.080 +0.088 +0.088 +0.088 +0.075 --- DataSetInfo : MuonNShared: -0.027 -0.038 +0.022 -0.038 +0.036 -0.006 -0.041 +0.006 +0.007 +0.031 -0.049 -0.003 -0.003 -0.001 -0.001 -0.001 +0.108 +0.751 +0.751 +0.751 +0.526 +1.000 +0.085 +0.084 +0.085 +0.101 +0.101 +0.101 +0.080 --- DataSetInfo : InAccEcal: +0.035 +0.146 +0.075 -0.130 -0.078 +0.008 -0.130 +0.033 +0.221 +0.257 +0.132 +0.050 +0.054 +0.043 +0.044 +0.044 +0.747 +0.104 +0.104 +0.104 +0.080 +0.085 +1.000 +1.000 +1.000 +0.804 +0.804 +0.804 +0.904 --- DataSetInfo : EcalPIDe: +0.036 +0.147 +0.075 -0.130 -0.078 +0.008 -0.130 +0.033 +0.222 +0.257 +0.133 +0.050 +0.054 +0.043 +0.044 +0.044 +0.747 +0.104 +0.104 +0.104 +0.080 +0.084 +1.000 +1.000 +1.000 +0.805 +0.805 +0.805 +0.904 --- DataSetInfo : EcalPIDmu: +0.035 +0.146 +0.075 -0.130 -0.078 +0.008 -0.130 +0.033 +0.220 +0.257 +0.132 +0.050 +0.054 +0.043 +0.044 +0.044 +0.746 +0.104 +0.104 +0.104 +0.080 +0.085 +1.000 +1.000 +1.000 +0.804 +0.804 +0.804 +0.904 --- DataSetInfo : InAccHcal: +0.054 +0.141 +0.073 -0.156 -0.086 -0.008 -0.156 +0.018 +0.283 +0.261 +0.163 +0.056 +0.062 +0.051 +0.051 +0.052 +0.856 +0.124 +0.124 +0.124 +0.088 +0.101 +0.804 +0.805 +0.804 +1.000 +1.000 +1.000 +0.733 --- DataSetInfo : HcalPIDe: +0.054 +0.141 +0.073 -0.156 -0.086 -0.008 -0.156 +0.018 +0.283 +0.262 +0.163 +0.056 +0.062 +0.051 +0.051 +0.052 +0.856 +0.124 +0.124 +0.124 +0.088 +0.101 +0.804 +0.805 +0.804 +1.000 +1.000 +1.000 +0.733 --- DataSetInfo : HcalPIDmu: +0.054 +0.141 +0.073 -0.157 -0.085 -0.008 -0.157 +0.018 +0.283 +0.261 +0.163 +0.056 +0.062 +0.051 +0.051 +0.052 +0.856 +0.124 +0.124 +0.124 +0.088 +0.101 +0.804 +0.805 +0.804 +1.000 +1.000 +1.000 +0.733 --- DataSetInfo : PrsPIDe: +0.062 +0.159 +0.085 -0.163 -0.073 -0.003 -0.162 +0.020 +0.225 +0.273 +0.148 +0.052 +0.057 +0.045 +0.045 +0.046 +0.722 +0.099 +0.099 +0.099 +0.075 +0.080 +0.904 +0.904 +0.904 +0.733 +0.733 +0.733 +1.000 --- DataSetInfo : ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- --- DataSetFactory : --- Factory : --- Factory : current transformation string: 'I' --- Factory : Create Transformation "I" with events from all classes. --- Id : Transformation, Variable selection : --- Id : Input : variable 'TrackP' (index=0). <---> Output : variable 'TrackP' (index=0). --- Id : Input : variable 'TrackPt' (index=1). <---> Output : variable 'TrackPt' (index=1). --- Id : Input : variable 'TrackChi2PerDof' (index=2). <---> Output : variable 'TrackChi2PerDof' (index=2). --- Id : Input : variable 'TrackNumDof' (index=3). <---> Output : variable 'TrackNumDof' (index=3). --- Id : Input : variable 'TrackGhostProbability' (index=4). <---> Output : variable 'TrackGhostProbability' (index=4). --- Id : Input : variable 'TrackFitTChi2' (index=5). <---> Output : variable 'TrackFitTChi2' (index=5). --- Id : Input : variable 'TrackFitTNDoF' (index=6). <---> Output : variable 'TrackFitTNDoF' (index=6). --- Id : Input : variable 'RichUsedR1Gas' (index=7). <---> Output : variable 'RichUsedR1Gas' (index=7). --- Id : Input : variable 'RichUsedR2Gas' (index=8). <---> Output : variable 'RichUsedR2Gas' (index=8). --- Id : Input : variable 'RichAboveMuThres' (index=9). <---> Output : variable 'RichAboveMuThres' (index=9). --- Id : Input : variable 'RichAboveKaThres' (index=10). <---> Output : variable 'RichAboveKaThres' (index=10). --- Id : Input : variable 'RichDLLe' (index=11). <---> Output : variable 'RichDLLe' (index=11). --- Id : Input : variable 'RichDLLmu' (index=12). <---> Output : variable 'RichDLLmu' (index=12). --- Id : Input : variable 'RichDLLk' (index=13). <---> Output : variable 'RichDLLk' (index=13). --- Id : Input : variable 'RichDLLp' (index=14). <---> Output : variable 'RichDLLp' (index=14). --- Id : Input : variable 'RichDLLbt' (index=15). <---> Output : variable 'RichDLLbt' (index=15). --- Id : Input : variable 'InAccMuon' (index=16). <---> Output : variable 'InAccMuon' (index=16). --- Id : Input : variable 'MuonBkgLL' (index=17). <---> Output : variable 'MuonBkgLL' (index=17). --- Id : Input : variable 'MuonMuLL' (index=18). <---> Output : variable 'MuonMuLL' (index=18). --- Id : Input : variable 'MuonIsLooseMuon' (index=19). <---> Output : variable 'MuonIsLooseMuon' (index=19). --- Id : Input : variable 'MuonIsMuon' (index=20). <---> Output : variable 'MuonIsMuon' (index=20). --- Id : Input : variable 'MuonNShared' (index=21). <---> Output : variable 'MuonNShared' (index=21). --- Id : Input : variable 'InAccEcal' (index=22). <---> Output : variable 'InAccEcal' (index=22). --- Id : Input : variable 'EcalPIDe' (index=23). <---> Output : variable 'EcalPIDe' (index=23). --- Id : Input : variable 'EcalPIDmu' (index=24). <---> Output : variable 'EcalPIDmu' (index=24). --- Id : Input : variable 'InAccHcal' (index=25). <---> Output : variable 'InAccHcal' (index=25). --- Id : Input : variable 'HcalPIDe' (index=26). <---> Output : variable 'HcalPIDe' (index=26). --- Id : Input : variable 'HcalPIDmu' (index=27). <---> Output : variable 'HcalPIDmu' (index=27). --- Id : Input : variable 'PrsPIDe' (index=28). <---> Output : variable 'PrsPIDe' (index=28). --- Id : Preparing the Identity transformation... --- TFHandler_Factory : ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Factory : Variable Mean RMS [ Min Max ] --- TFHandler_Factory : ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Factory : TrackP: 9654.2 13790. [ 1129.0 8.1107e+05 ] --- TFHandler_Factory : TrackPt: 756.54 789.30 [ 1.2720 44816. ] --- TFHandler_Factory : TrackChi2PerDof: 1.0387 0.46675 [ 0.022143 3.9999 ] --- TFHandler_Factory : TrackNumDof: 19.034 3.6117 [ 5.0000 32.000 ] --- TFHandler_Factory : TrackGhostProbability: 0.026244 0.056899 [ 0.00018505 0.39999 ] --- TFHandler_Factory : TrackFitTChi2: 14.838 6.4539 [ 0.00037880 76.138 ] --- TFHandler_Factory : TrackFitTNDoF: 15.094 3.5870 [ 1.0000 28.000 ] --- TFHandler_Factory : RichUsedR1Gas: 0.90185 0.29752 [ 0.0000 1.0000 ] --- TFHandler_Factory : RichUsedR2Gas: 0.35522 0.47858 [ 0.0000 1.0000 ] --- TFHandler_Factory : RichAboveMuThres: 0.91683 0.27614 [ 0.0000 1.0000 ] --- TFHandler_Factory : RichAboveKaThres: 0.26335 0.44045 [ 0.0000 1.0000 ] --- TFHandler_Factory : RichDLLe: -40.811 154.74 [ -999.00 161.28 ] --- TFHandler_Factory : RichDLLmu: -30.548 155.61 [ -999.00 128.54 ] --- TFHandler_Factory : RichDLLk: -33.080 156.21 [ -999.00 152.65 ] --- TFHandler_Factory : RichDLLp: -32.886 156.21 [ -999.00 121.27 ] --- TFHandler_Factory : RichDLLbt: -33.077 156.14 [ -999.00 72.579 ] --- TFHandler_Factory : InAccMuon: 0.78401 0.41151 [ 0.0000 1.0000 ] --- TFHandler_Factory : MuonBkgLL: -906.08 289.88 [ -999.00 0.024700 ] --- TFHandler_Factory : MuonMuLL: -905.96 290.26 [ -999.00 0.0000 ] --- TFHandler_Factory : MuonIsLooseMuon: 0.093172 0.29067 [ 0.0000 1.0000 ] --- TFHandler_Factory : MuonIsMuon: 0.068271 0.25221 [ 0.0000 1.0000 ] --- TFHandler_Factory : MuonNShared: 0.23055 1.0072 [ 0.0000 33.000 ] --- TFHandler_Factory : InAccEcal: 0.80581 0.39558 [ 0.0000 1.0000 ] --- TFHandler_Factory : EcalPIDe: -195.15 394.62 [ -999.00 4.3413 ] --- TFHandler_Factory : EcalPIDmu: -194.41 394.98 [ -999.00 2.6452 ] --- TFHandler_Factory : InAccHcal: 0.73607 0.44076 [ 0.0000 1.0000 ] --- TFHandler_Factory : HcalPIDe: -264.13 440.05 [ -999.00 3.0037 ] --- TFHandler_Factory : HcalPIDmu: -264.33 439.93 [ -999.00 2.6102 ] --- TFHandler_Factory : PrsPIDe: -158.55 362.45 [ -999.00 3.4631 ] --- TFHandler_Factory : ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Factory : Plot event variables for Id --- TFHandler_Factory : --- TFHandler_Factory : Will not produce scatter plots ==> --- TFHandler_Factory : | The number of 29 input variables and 0 target values would require 406 two-dimensional --- TFHandler_Factory : | histograms, which would occupy the computer's memory. Note that this --- TFHandler_Factory : | suppression does not have any consequences for your analysis, other --- TFHandler_Factory : | than not disposing of these scatter plots. You can modify the maximum --- TFHandler_Factory : | number of input variables allowed to generate scatter plots in your --- TFHandler_Factory : | script via the command line: --- TFHandler_Factory : | "(TMVA::gConfig().GetVariablePlotting()).fMaxNumOfAllowedVariablesForScatterPlots = ;" --- TFHandler_Factory : --- TFHandler_Factory : Some more output --- TFHandler_Factory : --- TFHandler_Factory : Ranking input variables (method unspecific)... --- IdTransformation : Ranking result (top variable is best ranked) --- IdTransformation : ---------------------------------------------- --- IdTransformation : Rank : Variable : Separation --- IdTransformation : ---------------------------------------------- --- IdTransformation : 1 : RichDLLe : 4.834e-01 --- IdTransformation : 2 : RichDLLmu : 1.211e-01 --- IdTransformation : 3 : RichDLLbt : 7.072e-02 --- IdTransformation : 4 : TrackPt : 6.159e-02 --- IdTransformation : 5 : EcalPIDe : 4.302e-02 --- IdTransformation : 6 : RichDLLp : 4.265e-02 --- IdTransformation : 7 : RichDLLk : 3.993e-02 --- IdTransformation : 8 : TrackGhostProbability : 3.125e-02 --- IdTransformation : 9 : TrackP : 2.272e-02 --- IdTransformation : 10 : EcalPIDmu : 1.915e-02 --- IdTransformation : 11 : PrsPIDe : 1.902e-02 --- IdTransformation : 12 : RichAboveMuThres : 1.791e-02 --- IdTransformation : 13 : RichUsedR2Gas : 1.650e-02 --- IdTransformation : 14 : InAccMuon : 1.545e-02 --- IdTransformation : 15 : MuonMuLL : 1.528e-02 --- IdTransformation : 16 : MuonBkgLL : 1.480e-02 --- IdTransformation : 17 : HcalPIDmu : 1.360e-02 --- IdTransformation : 18 : MuonNShared : 1.308e-02 --- IdTransformation : 19 : TrackNumDof : 1.230e-02 --- IdTransformation : 20 : MuonIsMuon : 1.199e-02 --- IdTransformation : 21 : TrackFitTNDoF : 1.181e-02 --- IdTransformation : 22 : HcalPIDe : 1.174e-02 --- IdTransformation : 23 : MuonIsLooseMuon : 1.112e-02 --- IdTransformation : 24 : InAccHcal : 1.086e-02 --- IdTransformation : 25 : RichAboveKaThres : 9.081e-03 --- IdTransformation : 26 : InAccEcal : 8.438e-03 --- IdTransformation : 27 : RichUsedR1Gas : 4.804e-03 --- IdTransformation : 28 : TrackChi2PerDof : 4.161e-03 --- IdTransformation : 29 : TrackFitTChi2 : 2.433e-03 --- IdTransformation : ---------------------------------------------- --- Factory : --- Factory : Train all methods for Classification ... --- Factory : Train method: Electron_Downstream_TMVA for Classification --- Electron_Downstream_TMVA : --- Electron_Downstream_TMVA : ================================================================ --- Electron_Downstream_TMVA : H e l p f o r M V A m e t h o d [ Electron_Downstream_TMVA ] : --- Electron_Downstream_TMVA : --- Electron_Downstream_TMVA : --- Short description: --- Electron_Downstream_TMVA : --- Electron_Downstream_TMVA : The MLP artificial neural network (ANN) is a traditional feed- --- Electron_Downstream_TMVA : forward multilayer perceptron impementation. The MLP has a user- --- Electron_Downstream_TMVA : defined hidden layer architecture, while the number of input (output) --- Electron_Downstream_TMVA : nodes is determined by the input variables (output classes, i.e., --- Electron_Downstream_TMVA : signal and one background). --- Electron_Downstream_TMVA : --- Electron_Downstream_TMVA : --- Performance optimisation: --- Electron_Downstream_TMVA : --- Electron_Downstream_TMVA : Neural networks are stable and performing for a large variety of --- Electron_Downstream_TMVA : linear and non-linear classification problems. However, in contrast --- Electron_Downstream_TMVA : to (e.g.) boosted decision trees, the user is advised to reduce the --- Electron_Downstream_TMVA : number of input variables that have only little discrimination power. --- Electron_Downstream_TMVA : --- Electron_Downstream_TMVA : In the tests we have carried out so far, the MLP and ROOT networks --- Electron_Downstream_TMVA : (TMlpANN, interfaced via TMVA) performed equally well, with however --- Electron_Downstream_TMVA : a clear speed advantage for the MLP. The Clermont-Ferrand neural --- Electron_Downstream_TMVA : net (CFMlpANN) exhibited worse classification performance in these --- Electron_Downstream_TMVA : tests, which is partly due to the slow convergence of its training --- Electron_Downstream_TMVA : (at least 10k training cycles are required to achieve approximately --- Electron_Downstream_TMVA : competitive results). --- Electron_Downstream_TMVA : --- Electron_Downstream_TMVA : Overtraining: only the TMlpANN performs an explicit separation of the --- Electron_Downstream_TMVA : full training sample into independent training and validation samples. --- Electron_Downstream_TMVA : We have found that in most high-energy physics applications the --- Electron_Downstream_TMVA : avaliable degrees of freedom (training events) are sufficient to --- Electron_Downstream_TMVA : constrain the weights of the relatively simple architectures required --- Electron_Downstream_TMVA : to achieve good performance. Hence no overtraining should occur, and --- Electron_Downstream_TMVA : the use of validation samples would only reduce the available training --- Electron_Downstream_TMVA : information. However, if the perrormance on the training sample is --- Electron_Downstream_TMVA : found to be significantly better than the one found with the inde- --- Electron_Downstream_TMVA : pendent test sample, caution is needed. The results for these samples --- Electron_Downstream_TMVA : are printed to standard output at the end of each training job. --- Electron_Downstream_TMVA : --- Electron_Downstream_TMVA : --- Performance tuning via configuration options: --- Electron_Downstream_TMVA : --- Electron_Downstream_TMVA : The hidden layer architecture for all ANNs is defined by the option --- Electron_Downstream_TMVA : "HiddenLayers=N+1,N,...", where here the first hidden layer has N+1 --- Electron_Downstream_TMVA : neurons and the second N neurons (and so on), and where N is the number --- Electron_Downstream_TMVA : of input variables. Excessive numbers of hidden layers should be avoided, --- Electron_Downstream_TMVA : in favour of more neurons in the first hidden layer. --- Electron_Downstream_TMVA : --- Electron_Downstream_TMVA : The number of cycles should be above 500. As said, if the number of --- Electron_Downstream_TMVA : adjustable weights is small compared to the training sample size, --- Electron_Downstream_TMVA : using a large number of training samples should not lead to overtraining. --- Electron_Downstream_TMVA : --- Electron_Downstream_TMVA : --- Electron_Downstream_TMVA : ================================================================ --- Electron_Downstream_TMVA : --- Norm : Preparing the transformation. --- TFHandler_Electron_Dow...: ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Electron_Dow...: Variable Mean RMS [ Min Max ] --- TFHandler_Electron_Dow...: ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Electron_Dow...: TrackP: -0.97895 0.034052 [ -1.0000 1.0000 ] --- TFHandler_Electron_Dow...: TrackPt: -0.96629 0.035225 [ -1.0000 1.0000 ] --- TFHandler_Electron_Dow...: TrackChi2PerDof: -0.48888 0.23468 [ -1.0000 1.0000 ] --- TFHandler_Electron_Dow...: TrackNumDof: 0.039555 0.26753 [ -1.0000 1.0000 ] --- TFHandler_Electron_Dow...: TrackGhostProbability: -0.86964 0.28463 [ -1.0000 1.0000 ] --- TFHandler_Electron_Dow...: TrackFitTChi2: -0.61026 0.16953 [ -1.0000 1.0000 ] --- TFHandler_Electron_Dow...: TrackFitTNDoF: 0.044019 0.26570 [ -1.0000 1.0000 ] --- TFHandler_Electron_Dow...: RichUsedR1Gas: 0.80370 0.59503 [ -1.0000 1.0000 ] --- TFHandler_Electron_Dow...: RichUsedR2Gas: -0.28955 0.95716 [ -1.0000 1.0000 ] --- TFHandler_Electron_Dow...: RichAboveMuThres: 0.83365 0.55229 [ -1.0000 1.0000 ] --- TFHandler_Electron_Dow...: RichAboveKaThres: -0.47330 0.88090 [ -1.0000 1.0000 ] --- TFHandler_Electron_Dow...: RichDLLe: 0.65165 0.26674 [ -1.0000 1.0000 ] --- TFHandler_Electron_Dow...: RichDLLmu: 0.71782 0.27602 [ -1.0000 1.0000 ] --- TFHandler_Electron_Dow...: RichDLLk: 0.67745 0.27127 [ -1.0000 1.0000 ] --- TFHandler_Electron_Dow...: RichDLLp: 0.72479 0.27888 [ -1.0000 1.0000 ] --- TFHandler_Electron_Dow...: RichDLLbt: 0.80280 0.29141 [ -1.0000 1.0000 ] --- TFHandler_Electron_Dow...: InAccMuon: 0.56802 0.82301 [ -1.0000 1.0000 ] --- TFHandler_Electron_Dow...: MuonBkgLL: -0.81398 0.58033 [ -1.0000 1.0000 ] --- TFHandler_Electron_Dow...: MuonMuLL: -0.81374 0.58109 [ -1.0000 1.0000 ] --- TFHandler_Electron_Dow...: MuonIsLooseMuon: -0.81366 0.58135 [ -1.0000 1.0000 ] --- TFHandler_Electron_Dow...: MuonIsMuon: -0.86346 0.50442 [ -1.0000 1.0000 ] --- TFHandler_Electron_Dow...: MuonNShared: -0.98603 0.061045 [ -1.0000 1.0000 ] --- TFHandler_Electron_Dow...: InAccEcal: 0.61162 0.79115 [ -1.0000 1.0000 ] --- TFHandler_Electron_Dow...: EcalPIDe: 0.60234 0.78660 [ -1.0000 1.0000 ] --- TFHandler_Electron_Dow...: EcalPIDmu: 0.60654 0.78866 [ -1.0000 1.0000 ] --- TFHandler_Electron_Dow...: InAccHcal: 0.47213 0.88153 [ -1.0000 1.0000 ] --- TFHandler_Electron_Dow...: HcalPIDe: 0.46681 0.87834 [ -1.0000 1.0000 ] --- TFHandler_Electron_Dow...: HcalPIDmu: 0.46698 0.87845 [ -1.0000 1.0000 ] --- TFHandler_Electron_Dow...: PrsPIDe: 0.67677 0.72311 [ -1.0000 1.0000 ] --- TFHandler_Electron_Dow...: ---------------------------------------------------------------------------------------------------------------------------- --- Electron_Downstream_TMVA : Begin training --- Electron_Downstream_TMVA : Training Network --- Electron_Downstream_TMVA : Inaccurate progress timing for MLP... --- Electron_Downstream_TMVA : End of training --- Electron_Downstream_TMVA : Elapsed time for training with 1802650 events: 3.13e+04 sec --- Electron_Downstream_TMVA : Create MVA output for classification on training sample --- Electron_Downstream_TMVA : Evaluation of Electron_Downstream_TMVA on training sample (1802650 events) --- Electron_Downstream_TMVA : Elapsed time for evaluation of 1802650 events: 15.7 sec --- Electron_Downstream_TMVA : Creating weight file in xml format: ./GlobalPID_Electron_Downstream_TMVA.weights.xml --- Electron_Downstream_TMVA : Creating standalone response class: ./GlobalPID_Electron_Downstream_TMVA.class.C --- Electron_Downstream_TMVA : Write special histos to file: Downstream-Electron-TMVA.root:/Method_MLP/Electron_Downstream_TMVA --- Factory : Training finished --- Factory : --- Factory : Ranking input variables (method specific)... --- Electron_Downstream_TMVA : Ranking result (top variable is best ranked) --- Electron_Downstream_TMVA : ---------------------------------------------- --- Electron_Downstream_TMVA : Rank : Variable : Importance --- Electron_Downstream_TMVA : ---------------------------------------------- --- Electron_Downstream_TMVA : 1 : EcalPIDmu : 2.924e+03 --- Electron_Downstream_TMVA : 2 : EcalPIDe : 2.878e+03 --- Electron_Downstream_TMVA : 3 : PrsPIDe : 1.956e+03 --- Electron_Downstream_TMVA : 4 : RichDLLe : 1.476e+03 --- Electron_Downstream_TMVA : 5 : HcalPIDmu : 2.501e+02 --- Electron_Downstream_TMVA : 6 : InAccEcal : 2.409e+02 --- Electron_Downstream_TMVA : 7 : HcalPIDe : 2.276e+02 --- Electron_Downstream_TMVA : 8 : MuonMuLL : 2.190e+02 --- Electron_Downstream_TMVA : 9 : TrackPt : 2.043e+02 --- Electron_Downstream_TMVA : 10 : MuonBkgLL : 1.996e+02 --- Electron_Downstream_TMVA : 11 : MuonIsLooseMuon : 1.500e+02 --- Electron_Downstream_TMVA : 12 : RichDLLmu : 1.168e+02 --- Electron_Downstream_TMVA : 13 : RichUsedR1Gas : 9.074e+01 --- Electron_Downstream_TMVA : 14 : MuonNShared : 7.530e+01 --- Electron_Downstream_TMVA : 15 : TrackP : 7.352e+01 --- Electron_Downstream_TMVA : 16 : RichUsedR2Gas : 6.622e+01 --- Electron_Downstream_TMVA : 17 : InAccHcal : 6.613e+01 --- Electron_Downstream_TMVA : 18 : RichDLLbt : 5.598e+01 --- Electron_Downstream_TMVA : 19 : MuonIsMuon : 5.400e+01 --- Electron_Downstream_TMVA : 20 : RichAboveKaThres : 5.074e+01 --- Electron_Downstream_TMVA : 21 : InAccMuon : 4.997e+01 --- Electron_Downstream_TMVA : 22 : RichDLLp : 4.703e+01 --- Electron_Downstream_TMVA : 23 : RichDLLk : 4.179e+01 --- Electron_Downstream_TMVA : 24 : RichAboveMuThres : 3.578e+01 --- Electron_Downstream_TMVA : 25 : TrackGhostProbability : 3.365e+01 --- Electron_Downstream_TMVA : 26 : TrackFitTChi2 : 2.903e+01 --- Electron_Downstream_TMVA : 27 : TrackChi2PerDof : 2.379e+01 --- Electron_Downstream_TMVA : 28 : TrackNumDof : 3.774e+00 --- Electron_Downstream_TMVA : 29 : TrackFitTNDoF : 3.577e+00 --- Electron_Downstream_TMVA : ---------------------------------------------- --- Factory : --- Factory : === Destroy and recreate all methods via weight files for testing === --- Factory : --- MethodBase : Reading weight file: ./GlobalPID_Electron_Downstream_TMVA.weights.xml --- Electron_Downstream_TMVA : Read method "Electron_Downstream_TMVA" of type "MLP" --- Electron_Downstream_TMVA : MVA method was trained with TMVA Version: 4.2.0 --- Electron_Downstream_TMVA : MVA method was trained with ROOT Version: 6.02/01 --- Electron_Downstream_TMVA : Building Network --- Electron_Downstream_TMVA : Initializing weights 2016-02-07 04:30:38 | Starting Testing... --- Factory : Test all methods... --- Factory : Test method: Electron_Downstream_TMVA for Classification performance --- Electron_Downstream_TMVA : Evaluation of Electron_Downstream_TMVA on testing sample (772031 events) --- Electron_Downstream_TMVA : Elapsed time for evaluation of 772031 events: 6.63 sec 2016-02-07 04:30:45 | Starting Evaluation... --- Factory : Evaluate all methods... --- Factory : Evaluate classifier: Electron_Downstream_TMVA --- TFHandler_Electron_Dow...: ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Electron_Dow...: Variable Mean RMS [ Min Max ] --- TFHandler_Electron_Dow...: ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Electron_Dow...: TrackP: -0.97897 0.034088 [ -0.99989 1.4321 ] --- TFHandler_Electron_Dow...: TrackPt: -0.96628 0.035414 [ -0.99970 1.0044 ] --- TFHandler_Electron_Dow...: TrackChi2PerDof: -0.48907 0.23472 [ -0.98596 0.99981 ] --- TFHandler_Electron_Dow...: TrackNumDof: 0.040116 0.26728 [ -1.0000 0.92593 ] --- TFHandler_Electron_Dow...: TrackGhostProbability: -0.86927 0.28541 [ -0.99957 0.99999 ] --- TFHandler_Electron_Dow...: TrackFitTChi2: -0.61020 0.16975 [ -0.99992 0.76651 ] --- TFHandler_Electron_Dow...: TrackFitTNDoF: 0.044608 0.26537 [ -1.0000 0.92593 ] --- TFHandler_Electron_Dow...: RichUsedR1Gas: 0.80373 0.59500 [ -1.0000 1.0000 ] --- TFHandler_Electron_Dow...: RichUsedR2Gas: -0.29060 0.95685 [ -1.0000 1.0000 ] --- TFHandler_Electron_Dow...: RichAboveMuThres: 0.83392 0.55188 [ -1.0000 1.0000 ] --- TFHandler_Electron_Dow...: RichAboveKaThres: -0.47372 0.88068 [ -1.0000 1.0000 ] --- TFHandler_Electron_Dow...: RichDLLe: 0.65157 0.26712 [ -1.0000 1.0156 ] --- TFHandler_Electron_Dow...: RichDLLmu: 0.71772 0.27642 [ -1.0000 0.98398 ] --- TFHandler_Electron_Dow...: RichDLLk: 0.67739 0.27168 [ -1.0000 1.0105 ] --- TFHandler_Electron_Dow...: RichDLLp: 0.72472 0.27929 [ -1.0000 0.99257 ] --- TFHandler_Electron_Dow...: RichDLLbt: 0.80273 0.29184 [ -1.0000 0.99624 ] --- TFHandler_Electron_Dow...: InAccMuon: 0.56815 0.82293 [ -1.0000 1.0000 ] --- TFHandler_Electron_Dow...: MuonBkgLL: -0.81323 0.58139 [ -1.0000 1.0000 ] --- TFHandler_Electron_Dow...: MuonMuLL: -0.81298 0.58215 [ -1.0000 1.0000 ] --- TFHandler_Electron_Dow...: MuonIsLooseMuon: -0.81290 0.58241 [ -1.0000 1.0000 ] --- TFHandler_Electron_Dow...: MuonIsMuon: -0.86286 0.50545 [ -1.0000 1.0000 ] --- TFHandler_Electron_Dow...: MuonNShared: -0.98599 0.061341 [ -1.0000 1.1212 ] --- TFHandler_Electron_Dow...: InAccEcal: 0.61237 0.79057 [ -1.0000 1.0000 ] --- TFHandler_Electron_Dow...: EcalPIDe: 0.60309 0.78603 [ -1.0000 1.0000 ] --- TFHandler_Electron_Dow...: EcalPIDmu: 0.60729 0.78808 [ -1.0000 1.0000 ] --- TFHandler_Electron_Dow...: InAccHcal: 0.47340 0.88085 [ -1.0000 1.0000 ] --- TFHandler_Electron_Dow...: HcalPIDe: 0.46807 0.87766 [ -1.0000 0.99944 ] --- TFHandler_Electron_Dow...: HcalPIDmu: 0.46824 0.87777 [ -1.0000 1.0000 ] --- TFHandler_Electron_Dow...: PrsPIDe: 0.67717 0.72274 [ -1.0000 1.0000 ] --- TFHandler_Electron_Dow...: ---------------------------------------------------------------------------------------------------------------------------- --- Electron_Downstream_TMVA : Loop over test events and fill histograms with classifier response... --- Factory : Write evaluation histograms to file --- TFHandler_Electron_Dow...: Plot event variables for Electron_Downstream_TMVA --- TFHandler_Electron_Dow...: ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Electron_Dow...: Variable Mean RMS [ Min Max ] --- TFHandler_Electron_Dow...: ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Electron_Dow...: TrackP: -0.97897 0.034088 [ -0.99989 1.4321 ] --- TFHandler_Electron_Dow...: TrackPt: -0.96628 0.035414 [ -0.99970 1.0044 ] --- TFHandler_Electron_Dow...: TrackChi2PerDof: -0.48907 0.23472 [ -0.98596 0.99981 ] --- TFHandler_Electron_Dow...: TrackNumDof: 0.040116 0.26728 [ -1.0000 0.92593 ] --- TFHandler_Electron_Dow...: TrackGhostProbability: -0.86927 0.28541 [ -0.99957 0.99999 ] --- TFHandler_Electron_Dow...: TrackFitTChi2: -0.61020 0.16975 [ -0.99992 0.76651 ] --- TFHandler_Electron_Dow...: TrackFitTNDoF: 0.044608 0.26537 [ -1.0000 0.92593 ] --- TFHandler_Electron_Dow...: RichUsedR1Gas: 0.80373 0.59500 [ -1.0000 1.0000 ] --- TFHandler_Electron_Dow...: RichUsedR2Gas: -0.29060 0.95685 [ -1.0000 1.0000 ] --- TFHandler_Electron_Dow...: RichAboveMuThres: 0.83392 0.55188 [ -1.0000 1.0000 ] --- TFHandler_Electron_Dow...: RichAboveKaThres: -0.47372 0.88068 [ -1.0000 1.0000 ] --- TFHandler_Electron_Dow...: RichDLLe: 0.65157 0.26712 [ -1.0000 1.0156 ] --- TFHandler_Electron_Dow...: RichDLLmu: 0.71772 0.27642 [ -1.0000 0.98398 ] --- TFHandler_Electron_Dow...: RichDLLk: 0.67739 0.27168 [ -1.0000 1.0105 ] --- TFHandler_Electron_Dow...: RichDLLp: 0.72472 0.27929 [ -1.0000 0.99257 ] --- TFHandler_Electron_Dow...: RichDLLbt: 0.80273 0.29184 [ -1.0000 0.99624 ] --- TFHandler_Electron_Dow...: InAccMuon: 0.56815 0.82293 [ -1.0000 1.0000 ] --- TFHandler_Electron_Dow...: MuonBkgLL: -0.81323 0.58139 [ -1.0000 1.0000 ] --- TFHandler_Electron_Dow...: MuonMuLL: -0.81298 0.58215 [ -1.0000 1.0000 ] --- TFHandler_Electron_Dow...: MuonIsLooseMuon: -0.81290 0.58241 [ -1.0000 1.0000 ] --- TFHandler_Electron_Dow...: MuonIsMuon: -0.86286 0.50545 [ -1.0000 1.0000 ] --- TFHandler_Electron_Dow...: MuonNShared: -0.98599 0.061341 [ -1.0000 1.1212 ] --- TFHandler_Electron_Dow...: InAccEcal: 0.61237 0.79057 [ -1.0000 1.0000 ] --- TFHandler_Electron_Dow...: EcalPIDe: 0.60309 0.78603 [ -1.0000 1.0000 ] --- TFHandler_Electron_Dow...: EcalPIDmu: 0.60729 0.78808 [ -1.0000 1.0000 ] --- TFHandler_Electron_Dow...: InAccHcal: 0.47340 0.88085 [ -1.0000 1.0000 ] --- TFHandler_Electron_Dow...: HcalPIDe: 0.46807 0.87766 [ -1.0000 0.99944 ] --- TFHandler_Electron_Dow...: HcalPIDmu: 0.46824 0.87777 [ -1.0000 1.0000 ] --- TFHandler_Electron_Dow...: PrsPIDe: 0.67717 0.72274 [ -1.0000 1.0000 ] --- TFHandler_Electron_Dow...: ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Electron_Dow...: --- TFHandler_Electron_Dow...: Will not produce scatter plots ==> --- TFHandler_Electron_Dow...: | The number of 29 input variables and 0 target values would require 406 two-dimensional --- TFHandler_Electron_Dow...: | histograms, which would occupy the computer's memory. Note that this --- TFHandler_Electron_Dow...: | suppression does not have any consequences for your analysis, other --- TFHandler_Electron_Dow...: | than not disposing of these scatter plots. You can modify the maximum --- TFHandler_Electron_Dow...: | number of input variables allowed to generate scatter plots in your --- TFHandler_Electron_Dow...: | script via the command line: --- TFHandler_Electron_Dow...: | "(TMVA::gConfig().GetVariablePlotting()).fMaxNumOfAllowedVariablesForScatterPlots = ;" --- TFHandler_Electron_Dow...: --- TFHandler_Electron_Dow...: Some more output --- Tools : zero variances for variables (5, 20) --- Tools : zero variances for variables (5, 21) --- Tools : zero variances for variables (20, 5) --- Tools : zero variances for variables (21, 5) --- Tools : zero variances for variables (0, 3) --- Tools : zero variances for variables (0, 5) --- Tools : zero variances for variables (0, 8) --- Tools : zero variances for variables (0, 9) --- Tools : zero variances for variables (0, 10) --- Tools : zero variances for variables (0, 11) --- Tools : zero variances for variables (0, 17) --- Tools : zero variances for variables (0, 20) --- Tools : zero variances for variables (0, 21) --- Tools : zero variances for variables (0, 23) --- Tools : zero variances for variables (0, 26) --- Tools : zero variances for variables (3, 0) --- Tools : zero variances for variables (5, 0) --- Tools : zero variances for variables (5, 8) --- Tools : zero variances for variables (5, 10) --- Tools : zero variances for variables (5, 20) --- Tools : zero variances for variables (5, 21) --- Tools : zero variances for variables (8, 0) --- Tools : zero variances for variables (8, 5) --- Tools : zero variances for variables (9, 0) --- Tools : zero variances for variables (10, 0) --- Tools : zero variances for variables (10, 5) --- Tools : zero variances for variables (11, 0) --- Tools : zero variances for variables (17, 0) --- Tools : zero variances for variables (20, 0) --- Tools : zero variances for variables (20, 5) --- Tools : zero variances for variables (21, 0) --- Tools : zero variances for variables (21, 5) --- Tools : zero variances for variables (23, 0) --- Tools : zero variances for variables (26, 0) --- Factory : Correlations between input variables and MVA response (signal): --- Factory : -------------------------------------------------- --- Factory : Electron_Downstream_TMVA --- Factory : TrackP: -0.073 --- Factory : TrackPt: +0.195 --- Factory : TrackChi2PerDof: -0.012 --- Factory : TrackNumDof: +0.003 --- Factory : TrackGhostProbability: -0.274 --- Factory : TrackFitTChi2: +0.026 --- Factory : TrackFitTNDoF: +0.005 --- Factory : RichUsedR1Gas: +0.217 --- Factory : RichUsedR2Gas: +0.094 --- Factory : RichAboveMuThres: +0.243 --- Factory : RichAboveKaThres: +0.012 --- Factory : RichDLLe: +0.279 --- Factory : RichDLLmu: +0.235 --- Factory : RichDLLk: +0.219 --- Factory : RichDLLp: +0.221 --- Factory : RichDLLbt: +0.222 --- Factory : InAccMuon: +0.354 --- Factory : MuonBkgLL: -0.036 --- Factory : MuonMuLL: -0.036 --- Factory : MuonIsLooseMuon: -0.036 --- Factory : MuonIsMuon: -0.008 --- Factory : MuonNShared: -0.044 --- Factory : InAccEcal: +0.441 --- Factory : EcalPIDe: +0.442 --- Factory : EcalPIDmu: +0.441 --- Factory : InAccHcal: +0.379 --- Factory : HcalPIDe: +0.379 --- Factory : HcalPIDmu: +0.379 --- Factory : PrsPIDe: +0.421 --- Factory : -------------------------------------------------- --- Factory : --- Factory : Correlations between input variables and MVA response (background): --- Factory : -------------------------------------------------- --- Factory : Electron_Downstream_TMVA --- Factory : TrackP: -0.004 --- Factory : TrackPt: -0.027 --- Factory : TrackChi2PerDof: +0.000 --- Factory : TrackNumDof: +0.019 --- Factory : TrackGhostProbability: +0.000 --- Factory : TrackFitTChi2: +0.008 --- Factory : TrackFitTNDoF: +0.019 --- Factory : RichUsedR1Gas: +0.000 --- Factory : RichUsedR2Gas: +0.000 --- Factory : RichAboveMuThres: +0.000 --- Factory : RichAboveKaThres: +0.000 --- Factory : RichDLLe: -0.075 --- Factory : RichDLLmu: -0.088 --- Factory : RichDLLk: -0.088 --- Factory : RichDLLp: -0.088 --- Factory : RichDLLbt: -0.088 --- Factory : InAccMuon: +0.000 --- Factory : MuonBkgLL: -0.018 --- Factory : MuonMuLL: -0.018 --- Factory : MuonIsLooseMuon: +0.000 --- Factory : MuonIsMuon: +0.000 --- Factory : MuonNShared: -0.006 --- Factory : InAccEcal: +0.000 --- Factory : EcalPIDe: -0.066 --- Factory : EcalPIDmu: -0.067 --- Factory : InAccHcal: +0.000 --- Factory : HcalPIDe: -0.063 --- Factory : HcalPIDmu: -0.063 --- Factory : PrsPIDe: -0.068 --- Factory : -------------------------------------------------- --- Factory : --- Factory : The following "overlap" matrices contain the fraction of events for which --- Factory : the MVAs 'i' and 'j' have returned conform answers about "signal-likeness" --- Factory : An event is signal-like, if its MVA output exceeds the following value: --- Factory : --------------------------------------------------- --- Factory : Method: Cut value: --- Factory : --------------------------------------------------- --- Factory : Electron_Downstream_TMVA: +0.005 --- Factory : --------------------------------------------------- --- Factory : which correspond to the working point: eff(signal) = 1 - eff(background) --- Factory : --- Factory : Evaluation results ranked by best signal efficiency and purity (area) --- Factory : -------------------------------------------------------------------------------- --- Factory : MVA Signal efficiency at bkg eff.(error): | Sepa- Signifi- --- Factory : Method: @B=0.01 @B=0.10 @B=0.30 ROC-integ. | ration: cance: --- Factory : -------------------------------------------------------------------------------- --- Factory : Electron_Downstream_TMVA: 0.810(06) 0.965(02) 0.989(01) 0.986 | 0.691 1.298 --- Factory : -------------------------------------------------------------------------------- --- Factory : --- Factory : Testing efficiency compared to training efficiency (overtraining check) --- Factory : -------------------------------------------------------------------------------- --- Factory : MVA Signal efficiency: from test sample (from training sample) --- Factory : Method: @B=0.01 @B=0.10 @B=0.30 --- Factory : -------------------------------------------------------------------------------- --- Factory : Electron_Downstream_TMVA: 0.810 (0.811) 0.965 (0.965) 0.989 (0.989) --- Factory : -------------------------------------------------------------------------------- --- Factory : --- Dataset:Default : Created tree 'TestTree' with 772031 events --- Dataset:Default : Created tree 'TrainTree' with 1802650 events --- Factory : --- Factory : Thank you for using TMVA! --- Factory : For citation information, please visit: http://tmva.sf.net/citeTMVA.html 2016-02-07 04:34:59 | ... Complete :) 2016-02-07 04:34:59 | Finished... 2016-02-07 04:35:03 | Cache directory = '/var/work/jonesc/ANNPID-DataCache' Warning in : class pair found in libEventPackerDict.so is already in libPhysEventDict.so 2016-02-07 04:35:05 | Network Config file = /usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/results/MC2015Sim09Dev03/TrainMixture/TrainPhysTks-EvalPhysTks-NoReweight/GhostAccFrac0.001/ProtonAccFrac1.0/KaonAccFrac1.0/TMVA-Run2-NoTkLikCDVelodEdx/MLP/Norm/ScaleF1.3/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Electron/Downstream/GlobalPID_Electron_Downstream_ANN.txt 2016-02-07 04:35:05 | Training parameters file = /usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/results/MC2015Sim09Dev03/TrainMixture/TrainPhysTks-EvalPhysTks-NoReweight/GhostAccFrac0.001/ProtonAccFrac1.0/KaonAccFrac1.0/TMVA-Run2-NoTkLikCDVelodEdx/MLP/Norm/ScaleF1.3/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Electron/Downstream/train-config.txt 2016-02-07 04:35:05 | Particle type = Electron 2016-02-07 04:35:05 | Background types = All 2016-02-07 04:35:05 | Training Mix = NaturalMix 2016-02-07 04:35:05 | Track type = Downstream 2016-02-07 04:35:05 | Track PresSel = NoTrackPreSelection.txt 2016-02-07 04:35:05 | Network type = TMVA 2016-02-07 04:35:05 | Ghost treatment = Ghosts Ghosts 2016-02-07 04:35:05 | MC Track sel. = AllPhysTracksInEvent.txt AllPhysTracksInEvent.txt 2016-02-07 04:35:05 | Reweighting = NoReweight 2016-02-07 04:35:05 | Output file = GlobalPID_Electron_Downstream_TMVA.weights.xml 2016-02-07 04:35:05 | Skipping input #TrackCloneDist 2016-02-07 04:35:05 | Skipping input #RichAboveElThres 2016-02-07 04:35:05 | Skipping input #RichAbovePiThres 2016-02-07 04:35:05 | Skipping input #RichAbovePrThres 2016-02-07 04:35:05 | Creating selection from 'NoTrackPreSelection.txt' 2016-02-07 04:35:05 | -> # very very loose. Essentially no cuts 2016-02-07 04:35:05 | -> TrackP > 0 2016-02-07 04:35:05 | -> TrackPt > 0 2016-02-07 04:35:05 | Creating selection from 'AllPhysTracksInEvent.txt' 2016-02-07 04:35:05 | -> !HasMC || MCVertexType==1 || MCVertexType==2 2016-02-07 04:35:05 | Training sample size = 1800000 2016-02-07 04:35:05 | Evaluation sample size = 10000000 2016-02-07 04:35:05 | Reading Parameters file = /usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/results/MC2015Sim09Dev03/TrainMixture/TrainPhysTks-EvalPhysTks-NoReweight/GhostAccFrac0.001/ProtonAccFrac1.0/KaonAccFrac1.0/TMVA-Run2-NoTkLikCDVelodEdx/MLP/Norm/ScaleF1.3/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Electron/Downstream/MVA.txt 2016-02-07 04:35:05 | -> NBTASK = CLA 2016-02-07 04:35:05 | -> NBMOM = 0.0 2016-02-07 04:35:05 | -> NBREG = ALL 2016-02-07 04:35:05 | -> TMVAVALIDATIONFRAC = 0.3 2016-02-07 04:35:05 | -> TMVATESTFRAC = 0.3 2016-02-07 04:35:05 | -> HiddenLayerScaleFactor = 1.3 2016-02-07 04:35:05 | -> GhostAcceptFraction = 0.001 2016-02-07 04:35:05 | -> KaonAcceptFraction = 1.0 2016-02-07 04:35:05 | -> ProtonAcceptFraction = 1.0 2016-02-07 04:35:05 | -> ReuseTrainingFiles = 0 2016-02-07 04:35:05 | -> TrainingYear = MC2015Sim09Dev03 2016-02-07 04:35:05 | -> TMVAMETHOD = MLP 2016-02-07 04:35:05 | -> TMVAUSEREGULATOR = false 2016-02-07 04:35:05 | -> TMVAMLPNCYCLES = 750 2016-02-07 04:35:05 | -> TMVAVARTRANSFORM = Norm 2016-02-07 04:35:05 | -> TMVAMLPNEURONTYPE = tanh 2016-02-07 04:35:05 | -> TMVAMLPMETHOD = BP 2016-02-07 04:35:05 | -> TMVAMLPESTIMATORTYPE = CE 2016-02-07 04:35:05 | -> TMVAMLPCONVIMPROVE = 1e-16 2016-02-07 04:35:05 | -> TMVAMLPCONVTEST = 15 2016-02-07 04:35:05 | -> TMVABDTBOOSTTYPE = AdaBoost 2016-02-07 04:35:05 | -> TMVABDTNTREES = 800 2016-02-07 04:35:05 | -> TMVABDTPRUNEMETHOD = CostComplexity 2016-02-07 04:35:05 | -> TMVABDTMAXTREEDEPTH = 3 2016-02-07 04:35:05 | Reading Parameters file = Eval.txt 2016-02-07 04:35:05 | -> EVALMODE = EvalWithPreSel 2016-02-07 04:35:05 | -> EVALDATA = Mixture 2016-02-07 04:35:05 | -> EVALYEAR = MC2015Sim09Dev03 2016-02-07 04:35:05 | Node layer two scale = 1.3 2016-02-07 04:35:05 | Input layer has 30 nodes, hidden layer has 37 nodes 2016-02-07 04:35:05 | Ghost Accept Fraction = 0.001 2016-02-07 04:35:05 | Proton Accept Fraction = 1 2016-02-07 04:35:05 | Kaon Accept Fraction = 1 2016-02-07 04:35:05 | Training data year = MC2015Sim09Dev03 2016-02-07 04:35:05 | Evaluation data year = MC2015Sim09Dev03 2016-02-07 04:35:05 | Input Data file = TrainingFiles-Mixture.txt 2016-02-07 04:35:05 | Using 552 data files 2016-02-07 04:35:05 | Training Datafile Selection hash = 9379173056323707944 2016-02-07 04:35:05 | Using training file (1/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.1.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 04:35:05 | -> Pre-selected 52266 entries from 128149 ( 40.7853 % ) 2016-02-07 04:35:07 | -> Selected 52266 entries ( 40.7853 % ). Overall 52211 ( 2.90061 % ) of required 1800000 entries. 2016-02-07 04:35:07 | Using training file (2/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.2.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 04:35:08 | -> Pre-selected 59442 entries from 146132 ( 40.6769 % ) 2016-02-07 04:35:10 | -> Selected 59442 entries ( 40.6769 % ). Overall 111563 ( 6.19794 % ) of required 1800000 entries. 2016-02-07 04:35:10 | Using training file (3/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.3.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 04:35:11 | -> Pre-selected 295844 entries from 736500 ( 40.1689 % ) 2016-02-07 04:35:23 | -> Selected 295844 entries ( 40.1689 % ). Overall 406981 ( 22.6101 % ) of required 1800000 entries. 2016-02-07 04:35:23 | Using training file (4/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.4.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 04:35:23 | -> Pre-selected 287359 entries from 707124 ( 40.6377 % ) 2016-02-07 04:35:35 | -> Selected 287359 entries ( 40.6377 % ). Overall 693930 ( 38.5517 % ) of required 1800000 entries. 2016-02-07 04:35:35 | Using training file (5/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.5.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 04:35:36 | -> Pre-selected 276746 entries from 688835 ( 40.1759 % ) 2016-02-07 04:35:47 | -> Selected 276746 entries ( 40.1759 % ). Overall 970267 ( 53.9037 % ) of required 1800000 entries. 2016-02-07 04:35:47 | Using training file (6/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.6.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 04:35:48 | -> Pre-selected 276262 entries from 695661 ( 39.7122 % ) 2016-02-07 04:35:59 | -> Selected 276262 entries ( 39.7122 % ). Overall 1246093 ( 69.2274 % ) of required 1800000 entries. 2016-02-07 04:35:59 | Using training file (7/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.7.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 04:36:00 | -> Pre-selected 278041 entries from 715607 ( 38.8539 % ) 2016-02-07 04:36:11 | -> Selected 278041 entries ( 38.8539 % ). Overall 1523668 ( 84.6482 % ) of required 1800000 entries. 2016-02-07 04:36:11 | Using training file (8/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.8.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 04:36:12 | -> Pre-selected 297549 entries from 723538 ( 41.1242 % ) 2016-02-07 04:36:24 | -> Selected 276688 entries ( 38.241 % ). Overall 1800000 ( 100 % ) of required 1800000 entries. 2016-02-07 04:36:24 | Considered 1802648 tracks for input to MVA training 2016-02-07 04:36:24 | Sel. Eff. = 100% 2016-02-07 04:36:24 | Selected 1802648/0 tracks for input to MVA training/testing 2016-02-07 04:36:24 | Ghost percentage = 0.147111% 2016-02-07 04:36:24 | Electron percentage = 0.491778% 2016-02-07 04:36:24 | Muon percentage = 5.24828% 2016-02-07 04:36:24 | Pion percentage = 72.7618% 2016-02-07 04:36:24 | Kaon percentage = 7.0665% 2016-02-07 04:36:24 | Proton percentage = 14.3866% 2016-02-07 04:36:24 | Unknown Particle type 3112 2016-02-07 04:36:24 | percentage = 0.0173333% 2016-02-07 04:36:24 | Unknown Particle type 3222 2016-02-07 04:36:24 | percentage = 0.0213889% 2016-02-07 04:36:24 | Unknown Particle type 3312 2016-02-07 04:36:24 | percentage = 0.00611111% 2016-02-07 04:36:24 | Unknown Particle type 3334 2016-02-07 04:36:24 | percentage = 0.000166667% 2016-02-07 04:36:24 | Created Plots directory Downstream-Electron-evaluation.root:/TrainMixture/EvalMC2015Sim09Dev03Mixture/EvalWithPreSel 2016-02-07 04:36:24 | Making plots for input EcalPIDe 2016-02-07 04:36:24 | Creating ROOT directory MVAcut0.0100 2016-02-07 04:36:24 | Creating ROOT directory MVAcut0.0250 2016-02-07 04:36:24 | Creating ROOT directory MVAcut0.0500 2016-02-07 04:36:24 | Creating ROOT directory MVAcut0.0750 2016-02-07 04:36:24 | Creating ROOT directory MVAcut0.1000 2016-02-07 04:36:24 | Creating ROOT directory MVAcut0.1250 2016-02-07 04:36:24 | Creating ROOT directory MVAcut0.1500 2016-02-07 04:36:24 | Creating ROOT directory MVAcut0.1750 2016-02-07 04:36:24 | Creating ROOT directory MVAcut0.2000 2016-02-07 04:36:24 | Creating ROOT directory MVAcut0.3000 2016-02-07 04:36:24 | Creating ROOT directory MVAcut0.3500 2016-02-07 04:36:24 | Creating ROOT directory MVAcut0.4000 2016-02-07 04:36:24 | Creating ROOT directory MVAcut0.4500 2016-02-07 04:36:24 | Creating ROOT directory MVAcut0.5000 2016-02-07 04:36:24 | Creating ROOT directory MVAcut0.6000 2016-02-07 04:36:24 | Creating ROOT directory MVAcut0.7000 2016-02-07 04:36:24 | Creating ROOT directory MVAcut0.8000 2016-02-07 04:36:24 | Creating ROOT directory MVAcut0.9000 2016-02-07 04:36:24 | Creating ROOT directory MVAcut0.9500 2016-02-07 04:36:24 | Creating ROOT directory MVAcut0.9750 2016-02-07 04:36:24 | Creating ROOT directory MVAcut0.9900 2016-02-07 04:36:24 | Creating ROOT directory DLLcut-8.0000 2016-02-07 04:36:24 | Creating ROOT directory DLLcut-7.0000 2016-02-07 04:36:24 | Creating ROOT directory DLLcut-6.0000 2016-02-07 04:36:24 | Creating ROOT directory DLLcut-5.5000 2016-02-07 04:36:24 | Creating ROOT directory DLLcut-5.0000 2016-02-07 04:36:24 | Creating ROOT directory DLLcut-4.5000 2016-02-07 04:36:24 | Creating ROOT directory DLLcut-4.0000 2016-02-07 04:36:24 | Creating ROOT directory DLLcut-3.5000 2016-02-07 04:36:24 | Creating ROOT directory DLLcut-3.0000 2016-02-07 04:36:24 | Creating ROOT directory DLLcut-2.5000 2016-02-07 04:36:24 | Creating ROOT directory DLLcut-2.0000 2016-02-07 04:36:24 | Creating ROOT directory DLLcut-1.5000 2016-02-07 04:36:24 | Creating ROOT directory DLLcut-1.0000 2016-02-07 04:36:24 | Creating ROOT directory DLLcut-0.5000 2016-02-07 04:36:24 | Creating ROOT directory DLLcut0.0000 2016-02-07 04:36:24 | Creating ROOT directory DLLcut0.5000 2016-02-07 04:36:24 | Creating ROOT directory DLLcut1.0000 2016-02-07 04:36:24 | Creating ROOT directory DLLcut1.5000 2016-02-07 04:36:24 | Creating ROOT directory DLLcut2.0000 2016-02-07 04:36:24 | Creating ROOT directory DLLcut2.5000 2016-02-07 04:36:24 | Creating ROOT directory DLLcut3.0000 2016-02-07 04:36:24 | Creating ROOT directory DLLcut3.5000 2016-02-07 04:36:24 | Creating ROOT directory DLLcut4.0000 2016-02-07 04:36:24 | Creating ROOT directory DLLcut4.5000 2016-02-07 04:36:24 | Creating ROOT directory DLLcut5.0000 2016-02-07 04:36:24 | Creating ROOT directory DLLcut5.5000 2016-02-07 04:36:24 | Creating ROOT directory DLLcut6.0000 2016-02-07 04:36:24 | Creating ROOT directory DLLcut7.0000 2016-02-07 04:36:24 | Creating ROOT directory DLLcut8.0000 2016-02-07 04:36:24 | Making plots for input EcalPIDmu 2016-02-07 04:36:24 | Making plots for input HcalPIDe 2016-02-07 04:36:24 | Making plots for input HcalPIDmu 2016-02-07 04:36:24 | Making plots for input InAccEcal 2016-02-07 04:36:24 | Making plots for input InAccHcal 2016-02-07 04:36:24 | Making plots for input InAccMuon 2016-02-07 04:36:24 | Making plots for input MuonBkgLL 2016-02-07 04:36:24 | Making plots for input MuonIsLooseMuon 2016-02-07 04:36:24 | Making plots for input MuonIsMuon 2016-02-07 04:36:24 | Making plots for input MuonMuLL 2016-02-07 04:36:24 | Making plots for input MuonNShared 2016-02-07 04:36:24 | Making plots for input PrsPIDe 2016-02-07 04:36:24 | Making plots for input RichAboveKaThres 2016-02-07 04:36:24 | Making plots for input RichAboveMuThres 2016-02-07 04:36:24 | Making plots for input RichDLLbt 2016-02-07 04:36:24 | Making plots for input RichDLLe 2016-02-07 04:36:24 | Making plots for input RichDLLk 2016-02-07 04:36:24 | Making plots for input RichDLLmu 2016-02-07 04:36:24 | Making plots for input RichDLLp 2016-02-07 04:36:24 | Making plots for input RichUsedR1Gas 2016-02-07 04:36:24 | Making plots for input RichUsedR2Gas 2016-02-07 04:36:24 | Making plots for input TrackChi2PerDof 2016-02-07 04:36:24 | Making plots for input TrackFitTChi2 2016-02-07 04:36:24 | Making plots for input TrackFitTNDoF 2016-02-07 04:36:24 | Making plots for input TrackGhostProbability 2016-02-07 04:36:24 | Making plots for input TrackLikelihood 2016-02-07 04:36:24 | Making plots for input TrackNumDof 2016-02-07 04:36:24 | Making plots for input TrackP 2016-02-07 04:36:24 | Making plots for input TrackPt --- Reader : Booking "MLP" of type "MLP" from GlobalPID_Electron_Downstream_TMVA.weights.xml. --- MethodBase : Reading weight file: GlobalPID_Electron_Downstream_TMVA.weights.xml --- Electron_Downstream_TMVA : Read method "Electron_Downstream_TMVA" of type "MLP" --- Electron_Downstream_TMVA : MVA method was trained with TMVA Version: 4.2.0 --- Electron_Downstream_TMVA : MVA method was trained with ROOT Version: 6.02/01 --- DataSetInfo : Added class "Background" with internal class number 0 --- DataSetInfo : Added class "Signal" with internal class number 1 --- Electron_Downstream_TMVA : Building Network --- Electron_Downstream_TMVA : Initializing weights --- Reader : Booked classifier "Electron_Downstream_TMVA" of type: "MLP" 2016-02-07 04:36:24 | Creating selection from 'AllPhysTracksInEvent.txt' 2016-02-07 04:36:24 | -> !HasMC || MCVertexType==1 || MCVertexType==2 2016-02-07 04:36:24 | Evaluation mode 'EvalWithPreSel' 2016-02-07 04:36:24 | Will apply all track pre-selections during evaluation 2016-02-07 04:36:24 | Evaluation Datafile Selection hash = 9379173056323707944 2016-02-07 04:36:24 | Using evaluation file (9/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.9.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 04:36:25 | -> Pre-selected 729342 entries from 729342 ( 100 % ) 2016-02-07 04:39:32 | -> Selected 729342 entries ( 100 % ). Overall 729342 ( 7.29342 % ) of required 10000000 entries. 2016-02-07 04:39:32 | Using evaluation file (10/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.10.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 04:39:33 | -> Pre-selected 696897 entries from 696897 ( 100 % ) 2016-02-07 04:43:37 | -> Selected 696897 entries ( 100 % ). Overall 1426239 ( 14.2624 % ) of required 10000000 entries. 2016-02-07 04:43:37 | Using evaluation file (11/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.11.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 04:43:38 | -> Pre-selected 703853 entries from 703853 ( 100 % ) 2016-02-07 04:46:36 | -> Selected 703853 entries ( 100 % ). Overall 2130092 ( 21.3009 % ) of required 10000000 entries. 2016-02-07 04:46:36 | Using evaluation file (12/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.12.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 04:46:37 | -> Pre-selected 720439 entries from 720439 ( 100 % ) 2016-02-07 04:50:23 | -> Selected 720439 entries ( 100 % ). Overall 2850531 ( 28.5053 % ) of required 10000000 entries. 2016-02-07 04:50:23 | Using evaluation file (13/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.13.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 04:50:24 | -> Pre-selected 699472 entries from 699472 ( 100 % ) 2016-02-07 04:53:44 | -> Selected 699472 entries ( 100 % ). Overall 3550003 ( 35.5 % ) of required 10000000 entries. 2016-02-07 04:53:44 | Using evaluation file (14/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.14.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 04:53:45 | -> Pre-selected 714699 entries from 714699 ( 100 % ) 2016-02-07 04:57:24 | -> Selected 714699 entries ( 100 % ). Overall 4264702 ( 42.647 % ) of required 10000000 entries. 2016-02-07 04:57:24 | Using evaluation file (15/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.15.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 04:57:25 | -> Pre-selected 593716 entries from 593716 ( 100 % ) 2016-02-07 04:59:57 | -> Selected 593716 entries ( 100 % ). Overall 4858418 ( 48.5842 % ) of required 10000000 entries. 2016-02-07 04:59:57 | Using evaluation file (16/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.16.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 04:59:58 | -> Pre-selected 705405 entries from 705405 ( 100 % ) 2016-02-07 05:03:45 | -> Selected 705405 entries ( 100 % ). Overall 5563823 ( 55.6382 % ) of required 10000000 entries. 2016-02-07 05:03:45 | Using evaluation file (17/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.17.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 05:03:45 | -> Pre-selected 726443 entries from 726443 ( 100 % ) 2016-02-07 05:07:05 | -> Selected 726443 entries ( 100 % ). Overall 6290266 ( 62.9027 % ) of required 10000000 entries. 2016-02-07 05:07:05 | Using evaluation file (18/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.18.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 05:07:05 | -> Pre-selected 423352 entries from 423352 ( 100 % ) 2016-02-07 05:08:54 | -> Selected 423352 entries ( 100 % ). Overall 6713618 ( 67.1362 % ) of required 10000000 entries. 2016-02-07 05:08:54 | Using evaluation file (19/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.19.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 05:08:55 | -> Pre-selected 711116 entries from 711116 ( 100 % ) 2016-02-07 05:13:08 | -> Selected 711116 entries ( 100 % ). Overall 7424734 ( 74.2473 % ) of required 10000000 entries. 2016-02-07 05:13:08 | Using evaluation file (20/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.20.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 05:13:09 | -> Pre-selected 714060 entries from 714060 ( 100 % ) 2016-02-07 05:16:10 | -> Selected 714060 entries ( 100 % ). Overall 8138794 ( 81.3879 % ) of required 10000000 entries. 2016-02-07 05:16:10 | Creating cache file for /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.21.root. File size 543.591MB, free cache space 826.838GB. 2016-02-07 05:16:10 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-07 05:16:40 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-07 05:17:10 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-07 05:17:40 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-07 05:18:10 | -> Cache file now ready... 2016-02-07 05:18:10 | Using evaluation file (21/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.21.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 05:18:11 | -> Pre-selected 728030 entries from 728030 ( 100 % ) 2016-02-07 05:22:17 | -> Selected 728030 entries ( 100 % ). Overall 8866824 ( 88.6682 % ) of required 10000000 entries. 2016-02-07 05:22:17 | Creating cache file for /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.22.root. File size 503.93MB, free cache space 826.792GB. 2016-02-07 05:22:17 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-07 05:22:47 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-07 05:23:17 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-07 05:23:47 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-07 05:24:17 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-07 05:24:47 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-07 05:25:17 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-07 05:25:47 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-07 05:26:17 | -> Cache file now ready... 2016-02-07 05:26:17 | Using evaluation file (22/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.22.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 05:26:17 | -> Pre-selected 673606 entries from 673606 ( 100 % ) 2016-02-07 05:29:06 | -> Selected 673606 entries ( 100 % ). Overall 9540430 ( 95.4043 % ) of required 10000000 entries. 2016-02-07 05:29:06 | Creating cache file for /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.23.root. File size 111.244MB, free cache space 826.725GB. 2016-02-07 05:29:06 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-07 05:29:36 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-07 05:30:06 | -> Cache file now ready... 2016-02-07 05:30:06 | Using evaluation file (23/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.23.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 05:30:06 | -> Pre-selected 137960 entries from 137960 ( 100 % ) 2016-02-07 05:30:37 | -> Selected 137960 entries ( 100 % ). Overall 9678390 ( 96.7839 % ) of required 10000000 entries. 2016-02-07 05:30:37 | Creating cache file for /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.24.root. File size 546.727MB, free cache space 826.709GB. 2016-02-07 05:30:37 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-07 05:31:07 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-07 05:31:37 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-07 05:32:07 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-07 05:32:37 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-07 05:33:07 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-07 05:33:37 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-07 05:34:07 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-07 05:34:37 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-07 05:35:07 | -> Cache file creation in progress elsewhere. Sleeping for 30 secs... 2016-02-07 05:35:37 | -> Cache file now ready... 2016-02-07 05:35:37 | Using evaluation file (24/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.24.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 05:35:38 | -> Pre-selected 716671 entries from 716671 ( 100 % ) 2016-02-07 05:37:02 | -> Selected 321610 entries ( 44.8755 % ). Overall 10000000 ( 100 % ) of required 10000000 entries. 2016-02-07 05:37:02 | Considered 10000000 tracks for input to MVA evaluation 2016-02-07 05:37:02 | Sel. Eff. = 100% 2016-02-07 05:37:02 | Selected 10000000 tracks for input to MVA evaluation 2016-02-07 05:37:02 | Ghost percentage = 60.2935% 2016-02-07 05:37:02 | Electron percentage = 0.21073% 2016-02-07 05:37:02 | Muon percentage = 1.77719% 2016-02-07 05:37:02 | Pion percentage = 29.1714% 2016-02-07 05:37:02 | Kaon percentage = 2.73801% 2016-02-07 05:37:02 | Proton percentage = 5.7911% 2016-02-07 05:37:02 | Unknown Particle type 3112 2016-02-07 05:37:02 | percentage = 0.00611% 2016-02-07 05:37:02 | Unknown Particle type 3222 2016-02-07 05:37:02 | percentage = 0.00941% 2016-02-07 05:37:02 | Unknown Particle type 3312 2016-02-07 05:37:02 | percentage = 0.00252% 2016-02-07 05:37:02 | Unknown Particle type 3334 2016-02-07 05:37:02 | percentage = 8e-05% 2016-02-07 05:37:02 | Making Input Variable plots 2016-02-07 05:37:13 | Making MVA V Input Variable plots 2016-02-07 05:37:17 | Making DLL V Input Variable plots 2016-02-07 05:37:21 | Making purity plots 2016-02-07 05:37:22 | Making MVA Output plots 2016-02-07 05:37:22 | Making DLL Output plots 2016-02-07 05:37:22 | Making MVA DLL Correlation plots 2016-02-07 05:37:23 | Making MVA V P eff plots 2016-02-07 05:37:28 | Making DLL V P eff plots 2016-02-07 05:37:37 | Making MVA eff. V DLL cut plots 2016-02-07 05:37:43 | Making DLL eff. V MVA cut plots 2016-02-07 05:37:46 | Making final performance plots ... 2016-02-07 05:37:47 | Creating Eff V Purity text file : text/MC2015Sim09Dev03-Mixture/EvalWithPreSel/DownstreamElectronEffVPurity-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-NoReweight-GhF0.001-TrainMixtureGhosts-EvalMC2015Sim09Dev03MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.3-CVTest151e-16-!UseReg.txt 2016-02-07 05:37:47 | Creating Eff V OverallMisID text file : text/MC2015Sim09Dev03-Mixture/EvalWithPreSel/DownstreamElectronEffVOverallMisID-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-NoReweight-GhF0.001-TrainMixtureGhosts-EvalMC2015Sim09Dev03MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.3-CVTest151e-16-!UseReg.txt 2016-02-07 05:37:47 | Creating Eff V Ghost MisID text file : text/MC2015Sim09Dev03-Mixture/EvalWithPreSel/DownstreamElectronEffVGhostMisID-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-NoReweight-GhF0.001-TrainMixtureGhosts-EvalMC2015Sim09Dev03MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.3-CVTest151e-16-!UseReg.txt 2016-02-07 05:37:47 | Creating Eff V Kaon MisID text file : text/MC2015Sim09Dev03-Mixture/EvalWithPreSel/DownstreamElectronEffVKaonMisID-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-NoReweight-GhF0.001-TrainMixtureGhosts-EvalMC2015Sim09Dev03MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.3-CVTest151e-16-!UseReg.txt 2016-02-07 05:37:47 | Creating Eff V Muon MisID text file : text/MC2015Sim09Dev03-Mixture/EvalWithPreSel/DownstreamElectronEffVMuonMisID-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-NoReweight-GhF0.001-TrainMixtureGhosts-EvalMC2015Sim09Dev03MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.3-CVTest151e-16-!UseReg.txt 2016-02-07 05:37:48 | Creating Eff V Pion MisID text file : text/MC2015Sim09Dev03-Mixture/EvalWithPreSel/DownstreamElectronEffVPionMisID-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-NoReweight-GhF0.001-TrainMixtureGhosts-EvalMC2015Sim09Dev03MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.3-CVTest151e-16-!UseReg.txt 2016-02-07 05:37:48 | Creating Eff V Proton MisID text file : text/MC2015Sim09Dev03-Mixture/EvalWithPreSel/DownstreamElectronEffVProtonMisID-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-NoReweight-GhF0.001-TrainMixtureGhosts-EvalMC2015Sim09Dev03MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.3-CVTest151e-16-!UseReg.txt 2016-02-07 05:37:48 | Closing Downstream-Electron-evaluation.root 2016-02-07 05:38:41 | Finished... removed `train-config.txt' removed `MVA.txt' removed `ProtoPIDTeacher.exe' removed `EVALUATION-RUNNING' removed `MC2015Sim09Dev03-EvalFiles-Mixture.txt' removed `TrainingFiles-Mixture.txt' Scientific Linux CERN SLC release 6.7 (Carbon) Sun Feb 7 05:38:44 GMT 2016